In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fc550502198>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fc567e632b0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_image = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name = "real_image")
z_input = tf.placeholder(tf.float32, (None, z_dim), name="z_input")
learning_rate = tf.placeholder(tf.float32, name="learning_rate")
return real_image, z_input, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
alpha = 0.2
#shape of image 28X28X1 in mnsit and 28X28X3 in case of celeb images
x = tf.layers.conv2d(images, 64, 5, strides=2, padding="same")
x1 = tf.layers.conv2d(x, 128, 5, strides=2, padding="same")
x1 = tf.layers.batch_normalization(x1, training=True)
x1 = tf.maximum(x1 * alpha, x1)
x2 = tf.layers.conv2d(x1, 256, 5, strides=2, padding="same")
x2 = tf.layers.batch_normalization(x2, training=True)
x2 = tf.maximum(x2 * alpha, x2)
shape = x2.get_shape().as_list()
resshaped = tf.reshape(x2, (-1, shape[1] * shape[2] * shape[3]))
logits = tf.layers.dense(resshaped, 1)
output = tf.sigmoid(logits)
return output, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=(not is_train)):
alpha = 0.2
x = tf.layers.dense(z, 7*7*256)
reshaped = tf.reshape(x, (-1, 7, 7, 256))
x1 = tf.layers.batch_normalization(reshaped, training=is_train)
x1 = tf.maximum(x1 * alpha, x1)
x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=2, padding="same")
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(x2 * alpha , x2)
# x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding="same")
# x3 = tf.layers.batch_normalization(x3, training=is_train)
# x3 = tf.maximum(x3 * alpha, x3)
logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding="same")
output = tf.tanh(logits)
return output
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs( data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
samples, losses = [], []
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
batch_images = batch_images*2.0
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
#optimize d_opt
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
#optimize g_opt
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr: learning_rate})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess,25, input_z, data_shape[3], data_image_mode)
return losses, samples
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.4
"""
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"""
epochs = 5
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 2.8921... Generator Loss: 0.1726 Epoch 0/5... Discriminator Loss: 2.7275... Generator Loss: 0.1468 Epoch 0/5... Discriminator Loss: 2.0156... Generator Loss: 0.2159 Epoch 0/5... Discriminator Loss: 1.8430... Generator Loss: 0.3370 Epoch 0/5... Discriminator Loss: 1.6812... Generator Loss: 0.3140 Epoch 0/5... Discriminator Loss: 1.8759... Generator Loss: 0.2272 Epoch 0/5... Discriminator Loss: 1.5370... Generator Loss: 0.4659 Epoch 0/5... Discriminator Loss: 1.6254... Generator Loss: 1.0007 Epoch 0/5... Discriminator Loss: 1.5441... Generator Loss: 0.3451 Epoch 0/5... Discriminator Loss: 1.5144... Generator Loss: 0.4055
Epoch 0/5... Discriminator Loss: 1.3805... Generator Loss: 0.6088 Epoch 0/5... Discriminator Loss: 1.5011... Generator Loss: 1.0787 Epoch 0/5... Discriminator Loss: 1.3036... Generator Loss: 0.6984 Epoch 0/5... Discriminator Loss: 1.4278... Generator Loss: 0.3808 Epoch 0/5... Discriminator Loss: 1.2737... Generator Loss: 0.4931 Epoch 0/5... Discriminator Loss: 1.3180... Generator Loss: 0.7100 Epoch 0/5... Discriminator Loss: 1.2958... Generator Loss: 1.1347 Epoch 0/5... Discriminator Loss: 1.1967... Generator Loss: 1.0206 Epoch 0/5... Discriminator Loss: 1.2025... Generator Loss: 0.6659 Epoch 0/5... Discriminator Loss: 1.1857... Generator Loss: 1.2116
Epoch 0/5... Discriminator Loss: 1.3862... Generator Loss: 0.4172 Epoch 0/5... Discriminator Loss: 1.1090... Generator Loss: 0.6967 Epoch 0/5... Discriminator Loss: 1.3661... Generator Loss: 0.4000 Epoch 0/5... Discriminator Loss: 1.1844... Generator Loss: 0.5744 Epoch 0/5... Discriminator Loss: 1.0457... Generator Loss: 0.7745 Epoch 0/5... Discriminator Loss: 1.3399... Generator Loss: 0.4263 Epoch 0/5... Discriminator Loss: 1.2543... Generator Loss: 0.5012 Epoch 0/5... Discriminator Loss: 1.0209... Generator Loss: 0.7702 Epoch 0/5... Discriminator Loss: 1.0732... Generator Loss: 1.1665 Epoch 0/5... Discriminator Loss: 0.9991... Generator Loss: 0.8616
Epoch 0/5... Discriminator Loss: 1.4130... Generator Loss: 0.3624 Epoch 0/5... Discriminator Loss: 1.0845... Generator Loss: 0.6053 Epoch 0/5... Discriminator Loss: 1.3848... Generator Loss: 0.3822 Epoch 0/5... Discriminator Loss: 1.3526... Generator Loss: 0.4335 Epoch 0/5... Discriminator Loss: 1.4660... Generator Loss: 0.3735 Epoch 0/5... Discriminator Loss: 1.3093... Generator Loss: 0.4711 Epoch 0/5... Discriminator Loss: 1.2350... Generator Loss: 0.5385 Epoch 0/5... Discriminator Loss: 1.2443... Generator Loss: 0.5492 Epoch 0/5... Discriminator Loss: 1.1887... Generator Loss: 0.8724 Epoch 0/5... Discriminator Loss: 1.3300... Generator Loss: 0.4912
Epoch 0/5... Discriminator Loss: 1.2683... Generator Loss: 0.5382 Epoch 0/5... Discriminator Loss: 1.2955... Generator Loss: 0.6178 Epoch 0/5... Discriminator Loss: 1.3420... Generator Loss: 1.0332 Epoch 0/5... Discriminator Loss: 1.3028... Generator Loss: 0.5149 Epoch 0/5... Discriminator Loss: 1.4211... Generator Loss: 0.4369 Epoch 0/5... Discriminator Loss: 1.3041... Generator Loss: 0.9102 Epoch 0/5... Discriminator Loss: 1.4980... Generator Loss: 0.9957 Epoch 0/5... Discriminator Loss: 1.3353... Generator Loss: 0.5296 Epoch 0/5... Discriminator Loss: 1.1933... Generator Loss: 0.7697 Epoch 0/5... Discriminator Loss: 1.2931... Generator Loss: 0.5585
Epoch 0/5... Discriminator Loss: 1.1612... Generator Loss: 0.7534 Epoch 0/5... Discriminator Loss: 1.1851... Generator Loss: 0.7114 Epoch 0/5... Discriminator Loss: 1.3280... Generator Loss: 0.5405 Epoch 0/5... Discriminator Loss: 1.3932... Generator Loss: 1.1867 Epoch 0/5... Discriminator Loss: 1.3352... Generator Loss: 0.7294 Epoch 0/5... Discriminator Loss: 1.3012... Generator Loss: 0.9303 Epoch 0/5... Discriminator Loss: 1.3966... Generator Loss: 1.3318 Epoch 0/5... Discriminator Loss: 1.4019... Generator Loss: 0.4641 Epoch 0/5... Discriminator Loss: 1.1640... Generator Loss: 0.6907 Epoch 0/5... Discriminator Loss: 1.2713... Generator Loss: 0.9456
Epoch 0/5... Discriminator Loss: 1.5182... Generator Loss: 0.3599 Epoch 0/5... Discriminator Loss: 1.1682... Generator Loss: 0.8202 Epoch 0/5... Discriminator Loss: 1.2584... Generator Loss: 0.5966 Epoch 0/5... Discriminator Loss: 1.3637... Generator Loss: 0.4709 Epoch 0/5... Discriminator Loss: 1.3898... Generator Loss: 0.9694 Epoch 0/5... Discriminator Loss: 1.2095... Generator Loss: 0.7994 Epoch 0/5... Discriminator Loss: 1.2469... Generator Loss: 0.8271 Epoch 0/5... Discriminator Loss: 1.2751... Generator Loss: 0.5243 Epoch 0/5... Discriminator Loss: 1.2832... Generator Loss: 0.6743 Epoch 0/5... Discriminator Loss: 1.2598... Generator Loss: 0.5326
Epoch 0/5... Discriminator Loss: 1.2881... Generator Loss: 0.7086 Epoch 0/5... Discriminator Loss: 1.2408... Generator Loss: 0.7090 Epoch 0/5... Discriminator Loss: 1.4308... Generator Loss: 0.7510 Epoch 0/5... Discriminator Loss: 1.2458... Generator Loss: 0.6443 Epoch 0/5... Discriminator Loss: 1.5091... Generator Loss: 0.3434 Epoch 0/5... Discriminator Loss: 1.3063... Generator Loss: 0.7875 Epoch 0/5... Discriminator Loss: 1.2783... Generator Loss: 0.8132 Epoch 0/5... Discriminator Loss: 1.3054... Generator Loss: 0.7803 Epoch 0/5... Discriminator Loss: 1.2101... Generator Loss: 0.8793 Epoch 0/5... Discriminator Loss: 1.2945... Generator Loss: 0.7100
Epoch 0/5... Discriminator Loss: 1.2917... Generator Loss: 0.8261 Epoch 0/5... Discriminator Loss: 1.3459... Generator Loss: 0.6851 Epoch 0/5... Discriminator Loss: 1.3630... Generator Loss: 0.5686 Epoch 0/5... Discriminator Loss: 1.3803... Generator Loss: 0.4895 Epoch 0/5... Discriminator Loss: 1.2296... Generator Loss: 0.7821 Epoch 0/5... Discriminator Loss: 1.2015... Generator Loss: 0.7642 Epoch 0/5... Discriminator Loss: 1.3906... Generator Loss: 1.1224 Epoch 0/5... Discriminator Loss: 1.1614... Generator Loss: 0.6689 Epoch 0/5... Discriminator Loss: 1.3582... Generator Loss: 0.6075 Epoch 0/5... Discriminator Loss: 1.3340... Generator Loss: 0.5498
Epoch 0/5... Discriminator Loss: 1.4100... Generator Loss: 0.4176 Epoch 0/5... Discriminator Loss: 1.4764... Generator Loss: 0.3566 Epoch 0/5... Discriminator Loss: 1.3289... Generator Loss: 0.4525 Epoch 1/5... Discriminator Loss: 1.3157... Generator Loss: 0.6476 Epoch 1/5... Discriminator Loss: 1.2387... Generator Loss: 0.9488 Epoch 1/5... Discriminator Loss: 1.3467... Generator Loss: 0.5737 Epoch 1/5... Discriminator Loss: 1.1921... Generator Loss: 0.7834 Epoch 1/5... Discriminator Loss: 1.2294... Generator Loss: 0.6575 Epoch 1/5... Discriminator Loss: 1.3561... Generator Loss: 0.7652 Epoch 1/5... Discriminator Loss: 1.3073... Generator Loss: 0.4946
Epoch 1/5... Discriminator Loss: 1.2577... Generator Loss: 0.9108 Epoch 1/5... Discriminator Loss: 1.2981... Generator Loss: 0.5456 Epoch 1/5... Discriminator Loss: 1.3571... Generator Loss: 0.8019 Epoch 1/5... Discriminator Loss: 1.2749... Generator Loss: 0.5646 Epoch 1/5... Discriminator Loss: 1.3151... Generator Loss: 1.0795 Epoch 1/5... Discriminator Loss: 1.4088... Generator Loss: 0.9873 Epoch 1/5... Discriminator Loss: 1.3828... Generator Loss: 0.6227 Epoch 1/5... Discriminator Loss: 1.2334... Generator Loss: 0.7699 Epoch 1/5... Discriminator Loss: 1.4007... Generator Loss: 0.4109 Epoch 1/5... Discriminator Loss: 1.4043... Generator Loss: 0.4718
Epoch 1/5... Discriminator Loss: 1.2690... Generator Loss: 0.5912 Epoch 1/5... Discriminator Loss: 1.5684... Generator Loss: 0.3295 Epoch 1/5... Discriminator Loss: 1.3509... Generator Loss: 0.5218 Epoch 1/5... Discriminator Loss: 1.2279... Generator Loss: 0.6484 Epoch 1/5... Discriminator Loss: 1.3737... Generator Loss: 0.4593 Epoch 1/5... Discriminator Loss: 1.3269... Generator Loss: 0.5550 Epoch 1/5... Discriminator Loss: 1.3092... Generator Loss: 0.5415 Epoch 1/5... Discriminator Loss: 1.3084... Generator Loss: 0.4940 Epoch 1/5... Discriminator Loss: 1.3691... Generator Loss: 0.5522 Epoch 1/5... Discriminator Loss: 1.2623... Generator Loss: 0.9975
Epoch 1/5... Discriminator Loss: 1.3559... Generator Loss: 0.4289 Epoch 1/5... Discriminator Loss: 1.5474... Generator Loss: 0.3432 Epoch 1/5... Discriminator Loss: 1.3246... Generator Loss: 0.8120 Epoch 1/5... Discriminator Loss: 1.3822... Generator Loss: 0.4676 Epoch 1/5... Discriminator Loss: 1.3733... Generator Loss: 0.7139 Epoch 1/5... Discriminator Loss: 1.2129... Generator Loss: 0.8095 Epoch 1/5... Discriminator Loss: 1.2909... Generator Loss: 0.7714 Epoch 1/5... Discriminator Loss: 1.3112... Generator Loss: 0.5892 Epoch 1/5... Discriminator Loss: 1.2042... Generator Loss: 0.6552 Epoch 1/5... Discriminator Loss: 1.3814... Generator Loss: 0.4282
Epoch 1/5... Discriminator Loss: 1.5539... Generator Loss: 0.3445 Epoch 1/5... Discriminator Loss: 1.2690... Generator Loss: 0.7422 Epoch 1/5... Discriminator Loss: 1.2142... Generator Loss: 0.7286 Epoch 1/5... Discriminator Loss: 1.3416... Generator Loss: 0.6010 Epoch 1/5... Discriminator Loss: 1.2845... Generator Loss: 0.5581 Epoch 1/5... Discriminator Loss: 1.2650... Generator Loss: 0.6079 Epoch 1/5... Discriminator Loss: 1.3486... Generator Loss: 0.9906 Epoch 1/5... Discriminator Loss: 1.2375... Generator Loss: 0.7649 Epoch 1/5... Discriminator Loss: 1.4896... Generator Loss: 0.3776 Epoch 1/5... Discriminator Loss: 1.2407... Generator Loss: 0.6891
Epoch 1/5... Discriminator Loss: 1.1942... Generator Loss: 0.6124 Epoch 1/5... Discriminator Loss: 1.3177... Generator Loss: 0.7515 Epoch 1/5... Discriminator Loss: 1.3185... Generator Loss: 0.7017 Epoch 1/5... Discriminator Loss: 1.1752... Generator Loss: 0.8070 Epoch 1/5... Discriminator Loss: 1.2128... Generator Loss: 0.6682 Epoch 1/5... Discriminator Loss: 1.3529... Generator Loss: 0.5309 Epoch 1/5... Discriminator Loss: 1.2691... Generator Loss: 0.8972 Epoch 1/5... Discriminator Loss: 1.2807... Generator Loss: 0.5931 Epoch 1/5... Discriminator Loss: 1.3315... Generator Loss: 0.4868 Epoch 1/5... Discriminator Loss: 1.1516... Generator Loss: 0.9552
Epoch 1/5... Discriminator Loss: 1.2222... Generator Loss: 0.5988 Epoch 1/5... Discriminator Loss: 1.3401... Generator Loss: 0.8545 Epoch 1/5... Discriminator Loss: 1.3296... Generator Loss: 0.5252 Epoch 1/5... Discriminator Loss: 1.4012... Generator Loss: 0.4571 Epoch 1/5... Discriminator Loss: 1.2448... Generator Loss: 0.9686 Epoch 1/5... Discriminator Loss: 1.2855... Generator Loss: 0.5489 Epoch 1/5... Discriminator Loss: 1.4241... Generator Loss: 1.1578 Epoch 1/5... Discriminator Loss: 1.2600... Generator Loss: 0.5907 Epoch 1/5... Discriminator Loss: 1.4485... Generator Loss: 0.4015 Epoch 1/5... Discriminator Loss: 1.4786... Generator Loss: 0.3881
Epoch 1/5... Discriminator Loss: 1.2667... Generator Loss: 0.6239 Epoch 1/5... Discriminator Loss: 1.4313... Generator Loss: 0.4701 Epoch 1/5... Discriminator Loss: 1.1668... Generator Loss: 0.9719 Epoch 1/5... Discriminator Loss: 1.2869... Generator Loss: 0.5241 Epoch 1/5... Discriminator Loss: 1.1753... Generator Loss: 0.8323 Epoch 1/5... Discriminator Loss: 1.5642... Generator Loss: 0.3230 Epoch 1/5... Discriminator Loss: 1.3746... Generator Loss: 0.5034 Epoch 1/5... Discriminator Loss: 1.4274... Generator Loss: 0.4202 Epoch 1/5... Discriminator Loss: 1.4644... Generator Loss: 0.7430 Epoch 1/5... Discriminator Loss: 1.2626... Generator Loss: 0.8711
Epoch 1/5... Discriminator Loss: 1.3718... Generator Loss: 0.4418 Epoch 1/5... Discriminator Loss: 1.4094... Generator Loss: 0.9302 Epoch 1/5... Discriminator Loss: 1.2703... Generator Loss: 0.5600 Epoch 1/5... Discriminator Loss: 1.3911... Generator Loss: 0.4440 Epoch 1/5... Discriminator Loss: 1.4042... Generator Loss: 0.4478 Epoch 1/5... Discriminator Loss: 1.4409... Generator Loss: 0.4526 Epoch 1/5... Discriminator Loss: 1.3035... Generator Loss: 0.6816 Epoch 1/5... Discriminator Loss: 1.4315... Generator Loss: 0.4463 Epoch 1/5... Discriminator Loss: 1.2936... Generator Loss: 0.5940 Epoch 1/5... Discriminator Loss: 1.3267... Generator Loss: 0.5253
Epoch 1/5... Discriminator Loss: 1.3344... Generator Loss: 0.4955 Epoch 1/5... Discriminator Loss: 1.3347... Generator Loss: 0.5289 Epoch 1/5... Discriminator Loss: 1.5812... Generator Loss: 0.2931 Epoch 1/5... Discriminator Loss: 1.2085... Generator Loss: 0.6328 Epoch 1/5... Discriminator Loss: 1.2177... Generator Loss: 0.6244 Epoch 1/5... Discriminator Loss: 1.3364... Generator Loss: 0.5694 Epoch 1/5... Discriminator Loss: 1.4567... Generator Loss: 0.3844 Epoch 2/5... Discriminator Loss: 1.4168... Generator Loss: 0.4189 Epoch 2/5... Discriminator Loss: 1.3145... Generator Loss: 0.5358 Epoch 2/5... Discriminator Loss: 1.2720... Generator Loss: 0.7189
Epoch 2/5... Discriminator Loss: 1.3498... Generator Loss: 0.5375 Epoch 2/5... Discriminator Loss: 1.2002... Generator Loss: 0.8542 Epoch 2/5... Discriminator Loss: 1.2500... Generator Loss: 0.7144 Epoch 2/5... Discriminator Loss: 1.4457... Generator Loss: 0.9778 Epoch 2/5... Discriminator Loss: 1.1827... Generator Loss: 0.7949 Epoch 2/5... Discriminator Loss: 1.3276... Generator Loss: 0.8693 Epoch 2/5... Discriminator Loss: 1.4250... Generator Loss: 0.4247 Epoch 2/5... Discriminator Loss: 1.5233... Generator Loss: 0.3344 Epoch 2/5... Discriminator Loss: 1.3809... Generator Loss: 0.4223 Epoch 2/5... Discriminator Loss: 1.3871... Generator Loss: 0.4791
Epoch 2/5... Discriminator Loss: 1.2718... Generator Loss: 0.8439 Epoch 2/5... Discriminator Loss: 1.2577... Generator Loss: 0.7130 Epoch 2/5... Discriminator Loss: 1.3918... Generator Loss: 0.4767 Epoch 2/5... Discriminator Loss: 1.3544... Generator Loss: 1.0096 Epoch 2/5... Discriminator Loss: 1.3177... Generator Loss: 0.4483 Epoch 2/5... Discriminator Loss: 1.3002... Generator Loss: 0.6580 Epoch 2/5... Discriminator Loss: 1.3312... Generator Loss: 0.5350 Epoch 2/5... Discriminator Loss: 1.3304... Generator Loss: 0.5088 Epoch 2/5... Discriminator Loss: 1.1848... Generator Loss: 0.8646 Epoch 2/5... Discriminator Loss: 1.6140... Generator Loss: 0.3492
Epoch 2/5... Discriminator Loss: 1.3936... Generator Loss: 0.4181 Epoch 2/5... Discriminator Loss: 1.2900... Generator Loss: 0.4567 Epoch 2/5... Discriminator Loss: 1.3179... Generator Loss: 0.5308 Epoch 2/5... Discriminator Loss: 1.6072... Generator Loss: 0.3111 Epoch 2/5... Discriminator Loss: 1.3709... Generator Loss: 0.5224 Epoch 2/5... Discriminator Loss: 1.2765... Generator Loss: 0.9276 Epoch 2/5... Discriminator Loss: 1.1509... Generator Loss: 0.7342 Epoch 2/5... Discriminator Loss: 1.3447... Generator Loss: 0.4654 Epoch 2/5... Discriminator Loss: 1.6440... Generator Loss: 0.2936 Epoch 2/5... Discriminator Loss: 1.2668... Generator Loss: 0.5200
Epoch 2/5... Discriminator Loss: 1.3000... Generator Loss: 0.5087 Epoch 2/5... Discriminator Loss: 1.4240... Generator Loss: 0.5001 Epoch 2/5... Discriminator Loss: 1.4100... Generator Loss: 0.4050 Epoch 2/5... Discriminator Loss: 1.3506... Generator Loss: 0.6122 Epoch 2/5... Discriminator Loss: 1.3664... Generator Loss: 0.4859 Epoch 2/5... Discriminator Loss: 1.3551... Generator Loss: 0.5382 Epoch 2/5... Discriminator Loss: 1.2473... Generator Loss: 0.6740 Epoch 2/5... Discriminator Loss: 1.6898... Generator Loss: 0.2662 Epoch 2/5... Discriminator Loss: 1.2968... Generator Loss: 0.5755 Epoch 2/5... Discriminator Loss: 1.5097... Generator Loss: 0.3665
Epoch 2/5... Discriminator Loss: 1.3255... Generator Loss: 0.5581 Epoch 2/5... Discriminator Loss: 1.4802... Generator Loss: 0.3594 Epoch 2/5... Discriminator Loss: 1.3397... Generator Loss: 0.4842 Epoch 2/5... Discriminator Loss: 1.3244... Generator Loss: 0.4964 Epoch 2/5... Discriminator Loss: 1.2466... Generator Loss: 0.6877 Epoch 2/5... Discriminator Loss: 1.3338... Generator Loss: 0.5016 Epoch 2/5... Discriminator Loss: 1.3407... Generator Loss: 0.6004 Epoch 2/5... Discriminator Loss: 1.5994... Generator Loss: 0.3040 Epoch 2/5... Discriminator Loss: 1.2907... Generator Loss: 0.7644 Epoch 2/5... Discriminator Loss: 1.3544... Generator Loss: 0.6215
Epoch 2/5... Discriminator Loss: 1.3177... Generator Loss: 0.4221 Epoch 2/5... Discriminator Loss: 1.4155... Generator Loss: 0.4042 Epoch 2/5... Discriminator Loss: 1.3296... Generator Loss: 0.8727 Epoch 2/5... Discriminator Loss: 1.4963... Generator Loss: 0.3666 Epoch 2/5... Discriminator Loss: 1.2233... Generator Loss: 0.6337 Epoch 2/5... Discriminator Loss: 1.3030... Generator Loss: 0.7626 Epoch 2/5... Discriminator Loss: 1.3782... Generator Loss: 0.4445 Epoch 2/5... Discriminator Loss: 1.0816... Generator Loss: 0.7860 Epoch 2/5... Discriminator Loss: 1.3058... Generator Loss: 0.4939 Epoch 2/5... Discriminator Loss: 1.3241... Generator Loss: 0.4881
Epoch 2/5... Discriminator Loss: 1.5922... Generator Loss: 0.3080 Epoch 2/5... Discriminator Loss: 1.2240... Generator Loss: 0.7296 Epoch 2/5... Discriminator Loss: 1.5466... Generator Loss: 0.3172 Epoch 2/5... Discriminator Loss: 1.3344... Generator Loss: 0.5658 Epoch 2/5... Discriminator Loss: 1.2317... Generator Loss: 0.8315 Epoch 2/5... Discriminator Loss: 1.3260... Generator Loss: 0.8110 Epoch 2/5... Discriminator Loss: 1.3930... Generator Loss: 0.4093 Epoch 2/5... Discriminator Loss: 1.4372... Generator Loss: 0.3523 Epoch 2/5... Discriminator Loss: 1.4081... Generator Loss: 0.4231 Epoch 2/5... Discriminator Loss: 1.4654... Generator Loss: 0.3929
Epoch 2/5... Discriminator Loss: 1.3406... Generator Loss: 0.6024 Epoch 2/5... Discriminator Loss: 1.3202... Generator Loss: 0.5635 Epoch 2/5... Discriminator Loss: 1.5306... Generator Loss: 0.3416 Epoch 2/5... Discriminator Loss: 1.3614... Generator Loss: 0.5567 Epoch 2/5... Discriminator Loss: 1.3712... Generator Loss: 0.4299 Epoch 2/5... Discriminator Loss: 1.6334... Generator Loss: 1.0870 Epoch 2/5... Discriminator Loss: 1.3013... Generator Loss: 0.4740 Epoch 2/5... Discriminator Loss: 1.2786... Generator Loss: 0.9915 Epoch 2/5... Discriminator Loss: 1.2067... Generator Loss: 0.6436 Epoch 2/5... Discriminator Loss: 1.2610... Generator Loss: 0.5542
Epoch 2/5... Discriminator Loss: 1.4559... Generator Loss: 0.3905 Epoch 2/5... Discriminator Loss: 1.1973... Generator Loss: 0.7881 Epoch 2/5... Discriminator Loss: 1.2551... Generator Loss: 0.5436 Epoch 2/5... Discriminator Loss: 1.4182... Generator Loss: 0.4050 Epoch 2/5... Discriminator Loss: 1.4516... Generator Loss: 0.3493 Epoch 2/5... Discriminator Loss: 1.6738... Generator Loss: 1.1334 Epoch 2/5... Discriminator Loss: 1.2182... Generator Loss: 0.6709 Epoch 2/5... Discriminator Loss: 1.5788... Generator Loss: 0.3054 Epoch 2/5... Discriminator Loss: 1.3338... Generator Loss: 0.6197 Epoch 2/5... Discriminator Loss: 1.3104... Generator Loss: 0.5149
Epoch 2/5... Discriminator Loss: 1.3088... Generator Loss: 0.7347 Epoch 3/5... Discriminator Loss: 1.2551... Generator Loss: 0.4923 Epoch 3/5... Discriminator Loss: 1.5142... Generator Loss: 0.3665 Epoch 3/5... Discriminator Loss: 1.1768... Generator Loss: 0.6938 Epoch 3/5... Discriminator Loss: 1.3200... Generator Loss: 0.4727 Epoch 3/5... Discriminator Loss: 1.3097... Generator Loss: 0.5367 Epoch 3/5... Discriminator Loss: 1.3567... Generator Loss: 1.1271 Epoch 3/5... Discriminator Loss: 1.2502... Generator Loss: 0.5512 Epoch 3/5... Discriminator Loss: 1.4269... Generator Loss: 0.4357 Epoch 3/5... Discriminator Loss: 1.4242... Generator Loss: 0.3998
Epoch 3/5... Discriminator Loss: 1.2180... Generator Loss: 0.8754 Epoch 3/5... Discriminator Loss: 1.3173... Generator Loss: 0.9299 Epoch 3/5... Discriminator Loss: 1.3038... Generator Loss: 0.7896 Epoch 3/5... Discriminator Loss: 1.3824... Generator Loss: 0.5583 Epoch 3/5... Discriminator Loss: 1.3727... Generator Loss: 0.4196 Epoch 3/5... Discriminator Loss: 1.4359... Generator Loss: 0.4939 Epoch 3/5... Discriminator Loss: 1.8055... Generator Loss: 0.2389 Epoch 3/5... Discriminator Loss: 1.2792... Generator Loss: 0.6848 Epoch 3/5... Discriminator Loss: 1.3970... Generator Loss: 0.3858 Epoch 3/5... Discriminator Loss: 1.3069... Generator Loss: 0.6320
Epoch 3/5... Discriminator Loss: 1.2063... Generator Loss: 0.8541 Epoch 3/5... Discriminator Loss: 1.2764... Generator Loss: 0.4873 Epoch 3/5... Discriminator Loss: 1.2791... Generator Loss: 0.9203 Epoch 3/5... Discriminator Loss: 1.3084... Generator Loss: 0.9664 Epoch 3/5... Discriminator Loss: 1.2779... Generator Loss: 0.8923 Epoch 3/5... Discriminator Loss: 1.4058... Generator Loss: 0.4772 Epoch 3/5... Discriminator Loss: 1.3952... Generator Loss: 1.0149 Epoch 3/5... Discriminator Loss: 1.2379... Generator Loss: 0.4845 Epoch 3/5... Discriminator Loss: 1.2668... Generator Loss: 0.6206 Epoch 3/5... Discriminator Loss: 1.2079... Generator Loss: 0.6608
Epoch 3/5... Discriminator Loss: 1.3752... Generator Loss: 0.9853 Epoch 3/5... Discriminator Loss: 1.3230... Generator Loss: 0.4537 Epoch 3/5... Discriminator Loss: 1.2783... Generator Loss: 0.8870 Epoch 3/5... Discriminator Loss: 1.2058... Generator Loss: 1.0281 Epoch 3/5... Discriminator Loss: 1.5125... Generator Loss: 0.3469 Epoch 3/5... Discriminator Loss: 1.3067... Generator Loss: 0.4665 Epoch 3/5... Discriminator Loss: 1.2994... Generator Loss: 0.6904 Epoch 3/5... Discriminator Loss: 1.3675... Generator Loss: 0.9125 Epoch 3/5... Discriminator Loss: 1.1606... Generator Loss: 0.9365 Epoch 3/5... Discriminator Loss: 1.2291... Generator Loss: 0.6097
Epoch 3/5... Discriminator Loss: 1.3984... Generator Loss: 1.1606 Epoch 3/5... Discriminator Loss: 1.2532... Generator Loss: 0.8139 Epoch 3/5... Discriminator Loss: 1.1536... Generator Loss: 0.8436 Epoch 3/5... Discriminator Loss: 1.1872... Generator Loss: 0.9603 Epoch 3/5... Discriminator Loss: 1.3540... Generator Loss: 0.4486 Epoch 3/5... Discriminator Loss: 1.3132... Generator Loss: 0.4540 Epoch 3/5... Discriminator Loss: 1.2833... Generator Loss: 0.7535 Epoch 3/5... Discriminator Loss: 1.5660... Generator Loss: 0.2951 Epoch 3/5... Discriminator Loss: 1.5058... Generator Loss: 0.3247 Epoch 3/5... Discriminator Loss: 1.4057... Generator Loss: 0.4170
Epoch 3/5... Discriminator Loss: 1.2991... Generator Loss: 0.5373 Epoch 3/5... Discriminator Loss: 1.9947... Generator Loss: 1.2381 Epoch 3/5... Discriminator Loss: 1.2767... Generator Loss: 0.5335 Epoch 3/5... Discriminator Loss: 1.2817... Generator Loss: 0.5236 Epoch 3/5... Discriminator Loss: 1.2285... Generator Loss: 0.5733 Epoch 3/5... Discriminator Loss: 1.2085... Generator Loss: 0.6213 Epoch 3/5... Discriminator Loss: 1.6703... Generator Loss: 0.2754 Epoch 3/5... Discriminator Loss: 1.6363... Generator Loss: 0.3009 Epoch 3/5... Discriminator Loss: 1.2086... Generator Loss: 0.7375 Epoch 3/5... Discriminator Loss: 1.2043... Generator Loss: 0.6377
Epoch 3/5... Discriminator Loss: 1.2766... Generator Loss: 0.5845 Epoch 3/5... Discriminator Loss: 1.3120... Generator Loss: 0.4419 Epoch 3/5... Discriminator Loss: 1.2891... Generator Loss: 0.5269 Epoch 3/5... Discriminator Loss: 1.2222... Generator Loss: 0.7073 Epoch 3/5... Discriminator Loss: 1.4786... Generator Loss: 1.4741 Epoch 3/5... Discriminator Loss: 1.3738... Generator Loss: 0.4230 Epoch 3/5... Discriminator Loss: 1.2090... Generator Loss: 0.7724 Epoch 3/5... Discriminator Loss: 1.3137... Generator Loss: 0.4745 Epoch 3/5... Discriminator Loss: 1.1805... Generator Loss: 0.7829 Epoch 3/5... Discriminator Loss: 1.3346... Generator Loss: 0.7655
Epoch 3/5... Discriminator Loss: 1.1821... Generator Loss: 0.7786 Epoch 3/5... Discriminator Loss: 1.2307... Generator Loss: 0.9657 Epoch 3/5... Discriminator Loss: 1.4087... Generator Loss: 0.3924 Epoch 3/5... Discriminator Loss: 1.4727... Generator Loss: 0.3729 Epoch 3/5... Discriminator Loss: 1.3466... Generator Loss: 0.4669 Epoch 3/5... Discriminator Loss: 1.2398... Generator Loss: 1.1126 Epoch 3/5... Discriminator Loss: 1.4796... Generator Loss: 0.3488 Epoch 3/5... Discriminator Loss: 1.3008... Generator Loss: 0.5837 Epoch 3/5... Discriminator Loss: 1.5022... Generator Loss: 0.3452 Epoch 3/5... Discriminator Loss: 1.1930... Generator Loss: 0.8726
Epoch 3/5... Discriminator Loss: 1.2249... Generator Loss: 0.6233 Epoch 3/5... Discriminator Loss: 1.3448... Generator Loss: 0.4892 Epoch 3/5... Discriminator Loss: 1.3521... Generator Loss: 1.0220 Epoch 3/5... Discriminator Loss: 1.2921... Generator Loss: 0.5837 Epoch 3/5... Discriminator Loss: 1.2629... Generator Loss: 0.9019 Epoch 3/5... Discriminator Loss: 1.1910... Generator Loss: 0.6626 Epoch 3/5... Discriminator Loss: 1.3920... Generator Loss: 0.4049 Epoch 3/5... Discriminator Loss: 1.3640... Generator Loss: 0.5228 Epoch 3/5... Discriminator Loss: 1.2506... Generator Loss: 1.0771 Epoch 3/5... Discriminator Loss: 1.2466... Generator Loss: 0.5196
Epoch 3/5... Discriminator Loss: 1.1149... Generator Loss: 0.6472 Epoch 3/5... Discriminator Loss: 1.9496... Generator Loss: 1.7365 Epoch 3/5... Discriminator Loss: 1.1595... Generator Loss: 0.6123 Epoch 3/5... Discriminator Loss: 1.1662... Generator Loss: 0.7617 Epoch 4/5... Discriminator Loss: 1.4193... Generator Loss: 1.2421 Epoch 4/5... Discriminator Loss: 1.3304... Generator Loss: 0.4343 Epoch 4/5... Discriminator Loss: 1.2018... Generator Loss: 1.1191 Epoch 4/5... Discriminator Loss: 1.4659... Generator Loss: 0.4112 Epoch 4/5... Discriminator Loss: 1.2078... Generator Loss: 0.6301 Epoch 4/5... Discriminator Loss: 1.4224... Generator Loss: 0.3927
Epoch 4/5... Discriminator Loss: 1.3748... Generator Loss: 0.4286 Epoch 4/5... Discriminator Loss: 1.4655... Generator Loss: 0.3393 Epoch 4/5... Discriminator Loss: 1.3540... Generator Loss: 0.5599 Epoch 4/5... Discriminator Loss: 1.3269... Generator Loss: 0.4141 Epoch 4/5... Discriminator Loss: 1.4167... Generator Loss: 0.3666 Epoch 4/5... Discriminator Loss: 1.3856... Generator Loss: 0.4132 Epoch 4/5... Discriminator Loss: 1.3499... Generator Loss: 0.4623 Epoch 4/5... Discriminator Loss: 1.3446... Generator Loss: 0.4350 Epoch 4/5... Discriminator Loss: 1.2085... Generator Loss: 0.6888 Epoch 4/5... Discriminator Loss: 1.1429... Generator Loss: 0.8426
Epoch 4/5... Discriminator Loss: 1.2020... Generator Loss: 0.7253 Epoch 4/5... Discriminator Loss: 1.2162... Generator Loss: 0.5398 Epoch 4/5... Discriminator Loss: 1.0673... Generator Loss: 0.7192 Epoch 4/5... Discriminator Loss: 1.2267... Generator Loss: 0.6373 Epoch 4/5... Discriminator Loss: 1.7967... Generator Loss: 0.2814 Epoch 4/5... Discriminator Loss: 1.2928... Generator Loss: 0.6126 Epoch 4/5... Discriminator Loss: 1.4841... Generator Loss: 0.3567 Epoch 4/5... Discriminator Loss: 1.4826... Generator Loss: 0.3448 Epoch 4/5... Discriminator Loss: 1.2015... Generator Loss: 0.5754 Epoch 4/5... Discriminator Loss: 1.3709... Generator Loss: 0.4078
Epoch 4/5... Discriminator Loss: 1.5077... Generator Loss: 0.3282 Epoch 4/5... Discriminator Loss: 1.4096... Generator Loss: 0.3575 Epoch 4/5... Discriminator Loss: 1.1615... Generator Loss: 0.6039 Epoch 4/5... Discriminator Loss: 1.1366... Generator Loss: 0.7630 Epoch 4/5... Discriminator Loss: 1.4263... Generator Loss: 0.3593 Epoch 4/5... Discriminator Loss: 1.1967... Generator Loss: 0.7079 Epoch 4/5... Discriminator Loss: 1.1595... Generator Loss: 0.6665 Epoch 4/5... Discriminator Loss: 1.6430... Generator Loss: 0.2781 Epoch 4/5... Discriminator Loss: 1.4413... Generator Loss: 0.3742 Epoch 4/5... Discriminator Loss: 1.5209... Generator Loss: 0.3578
Epoch 4/5... Discriminator Loss: 1.1034... Generator Loss: 0.8535 Epoch 4/5... Discriminator Loss: 1.1401... Generator Loss: 0.5960 Epoch 4/5... Discriminator Loss: 1.2552... Generator Loss: 0.6616 Epoch 4/5... Discriminator Loss: 1.2952... Generator Loss: 0.5149 Epoch 4/5... Discriminator Loss: 1.7073... Generator Loss: 0.2415 Epoch 4/5... Discriminator Loss: 1.0688... Generator Loss: 0.8209 Epoch 4/5... Discriminator Loss: 1.3049... Generator Loss: 0.4340 Epoch 4/5... Discriminator Loss: 1.2172... Generator Loss: 0.6036 Epoch 4/5... Discriminator Loss: 1.2731... Generator Loss: 0.5465 Epoch 4/5... Discriminator Loss: 1.5349... Generator Loss: 0.3401
Epoch 4/5... Discriminator Loss: 1.1954... Generator Loss: 0.6202 Epoch 4/5... Discriminator Loss: 1.1577... Generator Loss: 0.7806 Epoch 4/5... Discriminator Loss: 1.2217... Generator Loss: 0.6202 Epoch 4/5... Discriminator Loss: 1.6787... Generator Loss: 0.2885 Epoch 4/5... Discriminator Loss: 1.3308... Generator Loss: 0.5280 Epoch 4/5... Discriminator Loss: 1.2163... Generator Loss: 0.4955 Epoch 4/5... Discriminator Loss: 1.3999... Generator Loss: 0.5655 Epoch 4/5... Discriminator Loss: 1.2950... Generator Loss: 0.4811 Epoch 4/5... Discriminator Loss: 1.5614... Generator Loss: 0.2889 Epoch 4/5... Discriminator Loss: 1.1549... Generator Loss: 0.6321
Epoch 4/5... Discriminator Loss: 1.3154... Generator Loss: 0.5355 Epoch 4/5... Discriminator Loss: 1.3116... Generator Loss: 0.5415 Epoch 4/5... Discriminator Loss: 1.4566... Generator Loss: 0.3698 Epoch 4/5... Discriminator Loss: 1.3467... Generator Loss: 0.4426 Epoch 4/5... Discriminator Loss: 1.1894... Generator Loss: 0.7530 Epoch 4/5... Discriminator Loss: 1.1004... Generator Loss: 0.6494 Epoch 4/5... Discriminator Loss: 1.3523... Generator Loss: 0.6503 Epoch 4/5... Discriminator Loss: 1.3143... Generator Loss: 0.4587 Epoch 4/5... Discriminator Loss: 1.2362... Generator Loss: 0.5676 Epoch 4/5... Discriminator Loss: 1.4088... Generator Loss: 0.3726
Epoch 4/5... Discriminator Loss: 1.1665... Generator Loss: 0.7198 Epoch 4/5... Discriminator Loss: 1.8303... Generator Loss: 1.6782 Epoch 4/5... Discriminator Loss: 1.5307... Generator Loss: 0.3065 Epoch 4/5... Discriminator Loss: 1.1280... Generator Loss: 0.8722 Epoch 4/5... Discriminator Loss: 1.3009... Generator Loss: 0.5071 Epoch 4/5... Discriminator Loss: 1.4004... Generator Loss: 0.4399 Epoch 4/5... Discriminator Loss: 1.4672... Generator Loss: 0.3499 Epoch 4/5... Discriminator Loss: 1.4320... Generator Loss: 0.3680 Epoch 4/5... Discriminator Loss: 1.3457... Generator Loss: 0.6416 Epoch 4/5... Discriminator Loss: 1.4466... Generator Loss: 0.3796
Epoch 4/5... Discriminator Loss: 1.0769... Generator Loss: 0.6639 Epoch 4/5... Discriminator Loss: 1.3604... Generator Loss: 1.0062 Epoch 4/5... Discriminator Loss: 1.6387... Generator Loss: 0.2892 Epoch 4/5... Discriminator Loss: 1.1453... Generator Loss: 0.6228 Epoch 4/5... Discriminator Loss: 1.2223... Generator Loss: 0.5572 Epoch 4/5... Discriminator Loss: 1.2517... Generator Loss: 0.5761 Epoch 4/5... Discriminator Loss: 1.1107... Generator Loss: 0.8248 Epoch 4/5... Discriminator Loss: 1.2224... Generator Loss: 0.4966 Epoch 4/5... Discriminator Loss: 1.1524... Generator Loss: 0.6345 Epoch 4/5... Discriminator Loss: 1.2820... Generator Loss: 0.4622
Epoch 4/5... Discriminator Loss: 1.2323... Generator Loss: 0.9674 Epoch 4/5... Discriminator Loss: 1.3568... Generator Loss: 0.4206 Epoch 4/5... Discriminator Loss: 1.2579... Generator Loss: 0.6488 Epoch 4/5... Discriminator Loss: 1.4189... Generator Loss: 0.3888 Epoch 4/5... Discriminator Loss: 1.4530... Generator Loss: 0.4378 Epoch 4/5... Discriminator Loss: 1.1744... Generator Loss: 1.0475 Epoch 4/5... Discriminator Loss: 1.3119... Generator Loss: 0.4244 Epoch 4/5... Discriminator Loss: 1.3308... Generator Loss: 0.4693
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 2.1545... Generator Loss: 0.2936 Epoch 0/5... Discriminator Loss: 1.8445... Generator Loss: 0.5786 Epoch 0/5... Discriminator Loss: 2.1359... Generator Loss: 1.8131 Epoch 0/5... Discriminator Loss: 1.7407... Generator Loss: 0.4551 Epoch 0/5... Discriminator Loss: 1.8327... Generator Loss: 0.3552 Epoch 0/5... Discriminator Loss: 1.8071... Generator Loss: 0.3971 Epoch 0/5... Discriminator Loss: 1.9325... Generator Loss: 0.6375 Epoch 0/5... Discriminator Loss: 1.7798... Generator Loss: 0.3760 Epoch 0/5... Discriminator Loss: 1.8227... Generator Loss: 0.7007 Epoch 0/5... Discriminator Loss: 1.7205... Generator Loss: 0.4995
Epoch 0/5... Discriminator Loss: 1.4664... Generator Loss: 0.6297 Epoch 0/5... Discriminator Loss: 1.5445... Generator Loss: 0.4283 Epoch 0/5... Discriminator Loss: 1.6729... Generator Loss: 0.7443 Epoch 0/5... Discriminator Loss: 1.8423... Generator Loss: 0.5602 Epoch 0/5... Discriminator Loss: 1.6045... Generator Loss: 0.6764 Epoch 0/5... Discriminator Loss: 1.7521... Generator Loss: 0.4766 Epoch 0/5... Discriminator Loss: 1.6584... Generator Loss: 0.6871 Epoch 0/5... Discriminator Loss: 1.6098... Generator Loss: 0.9138 Epoch 0/5... Discriminator Loss: 1.5806... Generator Loss: 0.5819 Epoch 0/5... Discriminator Loss: 1.4714... Generator Loss: 0.6535
Epoch 0/5... Discriminator Loss: 1.5872... Generator Loss: 0.5586 Epoch 0/5... Discriminator Loss: 1.4920... Generator Loss: 0.6251 Epoch 0/5... Discriminator Loss: 1.5713... Generator Loss: 0.5870 Epoch 0/5... Discriminator Loss: 1.5896... Generator Loss: 0.4945 Epoch 0/5... Discriminator Loss: 1.4261... Generator Loss: 0.6547 Epoch 0/5... Discriminator Loss: 1.3829... Generator Loss: 0.6237 Epoch 0/5... Discriminator Loss: 1.5321... Generator Loss: 0.5686 Epoch 0/5... Discriminator Loss: 1.4667... Generator Loss: 0.6011 Epoch 0/5... Discriminator Loss: 1.5794... Generator Loss: 0.5691 Epoch 0/5... Discriminator Loss: 1.4016... Generator Loss: 0.6378
Epoch 0/5... Discriminator Loss: 1.3787... Generator Loss: 0.6536 Epoch 0/5... Discriminator Loss: 1.5339... Generator Loss: 0.6609 Epoch 0/5... Discriminator Loss: 1.4166... Generator Loss: 0.5386 Epoch 0/5... Discriminator Loss: 1.4935... Generator Loss: 0.6282 Epoch 0/5... Discriminator Loss: 1.5695... Generator Loss: 0.4758 Epoch 0/5... Discriminator Loss: 1.5896... Generator Loss: 0.5559 Epoch 0/5... Discriminator Loss: 1.5244... Generator Loss: 0.5186 Epoch 0/5... Discriminator Loss: 1.5516... Generator Loss: 0.5948 Epoch 0/5... Discriminator Loss: 1.4168... Generator Loss: 0.6404 Epoch 0/5... Discriminator Loss: 1.5287... Generator Loss: 0.5390
Epoch 0/5... Discriminator Loss: 1.5384... Generator Loss: 0.6342 Epoch 0/5... Discriminator Loss: 1.6456... Generator Loss: 0.5461 Epoch 0/5... Discriminator Loss: 1.6076... Generator Loss: 0.4994 Epoch 0/5... Discriminator Loss: 1.6863... Generator Loss: 0.4639 Epoch 0/5... Discriminator Loss: 1.5281... Generator Loss: 0.5381 Epoch 0/5... Discriminator Loss: 1.6706... Generator Loss: 0.5492 Epoch 0/5... Discriminator Loss: 1.5182... Generator Loss: 0.6083 Epoch 0/5... Discriminator Loss: 1.6584... Generator Loss: 0.4451 Epoch 0/5... Discriminator Loss: 1.5080... Generator Loss: 0.6581 Epoch 0/5... Discriminator Loss: 1.6109... Generator Loss: 0.6876
Epoch 0/5... Discriminator Loss: 1.4209... Generator Loss: 0.6706 Epoch 0/5... Discriminator Loss: 1.6033... Generator Loss: 0.5416 Epoch 0/5... Discriminator Loss: 1.5826... Generator Loss: 0.5180 Epoch 0/5... Discriminator Loss: 1.5533... Generator Loss: 0.5885 Epoch 0/5... Discriminator Loss: 1.4508... Generator Loss: 0.6424 Epoch 0/5... Discriminator Loss: 1.5154... Generator Loss: 0.5834 Epoch 0/5... Discriminator Loss: 1.5792... Generator Loss: 0.6138 Epoch 0/5... Discriminator Loss: 1.4754... Generator Loss: 0.7061 Epoch 0/5... Discriminator Loss: 1.5227... Generator Loss: 0.6112 Epoch 0/5... Discriminator Loss: 1.6034... Generator Loss: 0.5765
Epoch 0/5... Discriminator Loss: 1.5249... Generator Loss: 0.6577 Epoch 0/5... Discriminator Loss: 1.4984... Generator Loss: 0.6489 Epoch 0/5... Discriminator Loss: 1.5286... Generator Loss: 0.5717 Epoch 0/5... Discriminator Loss: 1.4576... Generator Loss: 0.7176 Epoch 0/5... Discriminator Loss: 1.4744... Generator Loss: 0.6103 Epoch 0/5... Discriminator Loss: 1.5015... Generator Loss: 0.6559 Epoch 0/5... Discriminator Loss: 1.4314... Generator Loss: 0.6483 Epoch 0/5... Discriminator Loss: 1.4883... Generator Loss: 0.6625 Epoch 0/5... Discriminator Loss: 1.4614... Generator Loss: 0.7011 Epoch 0/5... Discriminator Loss: 1.5683... Generator Loss: 0.6006
Epoch 0/5... Discriminator Loss: 1.4904... Generator Loss: 0.6262 Epoch 0/5... Discriminator Loss: 1.4935... Generator Loss: 0.6262 Epoch 0/5... Discriminator Loss: 1.4174... Generator Loss: 0.6185 Epoch 0/5... Discriminator Loss: 1.5601... Generator Loss: 0.6169 Epoch 0/5... Discriminator Loss: 1.4090... Generator Loss: 0.6271 Epoch 0/5... Discriminator Loss: 1.4855... Generator Loss: 0.6584 Epoch 0/5... Discriminator Loss: 1.5533... Generator Loss: 0.5798 Epoch 0/5... Discriminator Loss: 1.4310... Generator Loss: 0.7023 Epoch 0/5... Discriminator Loss: 1.5444... Generator Loss: 0.5848 Epoch 0/5... Discriminator Loss: 1.4513... Generator Loss: 0.6360
Epoch 0/5... Discriminator Loss: 1.4304... Generator Loss: 0.6717 Epoch 0/5... Discriminator Loss: 1.4832... Generator Loss: 0.6288 Epoch 0/5... Discriminator Loss: 1.5294... Generator Loss: 0.5780 Epoch 0/5... Discriminator Loss: 1.3916... Generator Loss: 0.6646 Epoch 0/5... Discriminator Loss: 1.4375... Generator Loss: 0.6862 Epoch 0/5... Discriminator Loss: 1.4784... Generator Loss: 0.6893 Epoch 0/5... Discriminator Loss: 1.4623... Generator Loss: 0.5971 Epoch 0/5... Discriminator Loss: 1.4604... Generator Loss: 0.6583 Epoch 0/5... Discriminator Loss: 1.4859... Generator Loss: 0.6101 Epoch 0/5... Discriminator Loss: 1.3521... Generator Loss: 0.6986
Epoch 0/5... Discriminator Loss: 1.5771... Generator Loss: 0.5780 Epoch 0/5... Discriminator Loss: 1.4855... Generator Loss: 0.6364 Epoch 0/5... Discriminator Loss: 1.4637... Generator Loss: 0.6260 Epoch 0/5... Discriminator Loss: 1.4736... Generator Loss: 0.6601 Epoch 0/5... Discriminator Loss: 1.5384... Generator Loss: 0.6372 Epoch 0/5... Discriminator Loss: 1.4046... Generator Loss: 0.6692 Epoch 0/5... Discriminator Loss: 1.5058... Generator Loss: 0.5991 Epoch 0/5... Discriminator Loss: 1.3988... Generator Loss: 0.6896 Epoch 0/5... Discriminator Loss: 1.4743... Generator Loss: 0.6471 Epoch 0/5... Discriminator Loss: 1.5062... Generator Loss: 0.6034
Epoch 0/5... Discriminator Loss: 1.4661... Generator Loss: 0.6799 Epoch 0/5... Discriminator Loss: 1.5271... Generator Loss: 0.6431 Epoch 0/5... Discriminator Loss: 1.4012... Generator Loss: 0.6492 Epoch 0/5... Discriminator Loss: 1.5146... Generator Loss: 0.6595 Epoch 0/5... Discriminator Loss: 1.5090... Generator Loss: 0.6018 Epoch 0/5... Discriminator Loss: 1.4769... Generator Loss: 0.6182 Epoch 0/5... Discriminator Loss: 1.3795... Generator Loss: 0.7131 Epoch 0/5... Discriminator Loss: 1.4408... Generator Loss: 0.6067 Epoch 0/5... Discriminator Loss: 1.4219... Generator Loss: 0.6780 Epoch 0/5... Discriminator Loss: 1.4513... Generator Loss: 0.6821
Epoch 0/5... Discriminator Loss: 1.4437... Generator Loss: 0.6416 Epoch 0/5... Discriminator Loss: 1.4011... Generator Loss: 0.7179 Epoch 0/5... Discriminator Loss: 1.4252... Generator Loss: 0.6271 Epoch 0/5... Discriminator Loss: 1.5100... Generator Loss: 0.6351 Epoch 0/5... Discriminator Loss: 1.4437... Generator Loss: 0.6329 Epoch 0/5... Discriminator Loss: 1.4193... Generator Loss: 0.6848 Epoch 0/5... Discriminator Loss: 1.4927... Generator Loss: 0.6426 Epoch 0/5... Discriminator Loss: 1.4463... Generator Loss: 0.6852 Epoch 0/5... Discriminator Loss: 1.4534... Generator Loss: 0.6127 Epoch 0/5... Discriminator Loss: 1.4664... Generator Loss: 0.6503
Epoch 0/5... Discriminator Loss: 1.3835... Generator Loss: 0.6720 Epoch 0/5... Discriminator Loss: 1.4990... Generator Loss: 0.6007 Epoch 0/5... Discriminator Loss: 1.4582... Generator Loss: 0.6623 Epoch 0/5... Discriminator Loss: 1.4625... Generator Loss: 0.6290 Epoch 0/5... Discriminator Loss: 1.3999... Generator Loss: 0.6953 Epoch 0/5... Discriminator Loss: 1.4239... Generator Loss: 0.6416 Epoch 0/5... Discriminator Loss: 1.4560... Generator Loss: 0.7173 Epoch 0/5... Discriminator Loss: 1.4270... Generator Loss: 0.6198 Epoch 0/5... Discriminator Loss: 1.4426... Generator Loss: 0.6484 Epoch 0/5... Discriminator Loss: 1.4521... Generator Loss: 0.6575
Epoch 0/5... Discriminator Loss: 1.3900... Generator Loss: 0.6949 Epoch 0/5... Discriminator Loss: 1.4605... Generator Loss: 0.6495 Epoch 0/5... Discriminator Loss: 1.4803... Generator Loss: 0.6421 Epoch 0/5... Discriminator Loss: 1.4464... Generator Loss: 0.6753 Epoch 0/5... Discriminator Loss: 1.3782... Generator Loss: 0.6728 Epoch 0/5... Discriminator Loss: 1.5031... Generator Loss: 0.6342 Epoch 0/5... Discriminator Loss: 1.5034... Generator Loss: 0.6485 Epoch 0/5... Discriminator Loss: 1.4127... Generator Loss: 0.6915 Epoch 0/5... Discriminator Loss: 1.4670... Generator Loss: 0.6835 Epoch 0/5... Discriminator Loss: 1.4395... Generator Loss: 0.6855
Epoch 0/5... Discriminator Loss: 1.4085... Generator Loss: 0.6639 Epoch 0/5... Discriminator Loss: 1.4707... Generator Loss: 0.6902 Epoch 0/5... Discriminator Loss: 1.4164... Generator Loss: 0.6375 Epoch 0/5... Discriminator Loss: 1.4786... Generator Loss: 0.6178 Epoch 0/5... Discriminator Loss: 1.3791... Generator Loss: 0.6862 Epoch 0/5... Discriminator Loss: 1.4485... Generator Loss: 0.6382 Epoch 0/5... Discriminator Loss: 1.4287... Generator Loss: 0.6989 Epoch 0/5... Discriminator Loss: 1.4468... Generator Loss: 0.6700 Epoch 0/5... Discriminator Loss: 1.4508... Generator Loss: 0.6515 Epoch 0/5... Discriminator Loss: 1.3608... Generator Loss: 0.6955
Epoch 0/5... Discriminator Loss: 1.4116... Generator Loss: 0.6326 Epoch 0/5... Discriminator Loss: 1.4604... Generator Loss: 0.6925 Epoch 0/5... Discriminator Loss: 1.4130... Generator Loss: 0.6589 Epoch 0/5... Discriminator Loss: 1.4229... Generator Loss: 0.6610 Epoch 0/5... Discriminator Loss: 1.4978... Generator Loss: 0.6712 Epoch 0/5... Discriminator Loss: 1.3684... Generator Loss: 0.7196 Epoch 0/5... Discriminator Loss: 1.4162... Generator Loss: 0.6571 Epoch 0/5... Discriminator Loss: 1.4664... Generator Loss: 0.6818 Epoch 0/5... Discriminator Loss: 1.5470... Generator Loss: 0.6379 Epoch 0/5... Discriminator Loss: 1.4187... Generator Loss: 0.6226
Epoch 0/5... Discriminator Loss: 1.5205... Generator Loss: 0.6110 Epoch 0/5... Discriminator Loss: 1.4998... Generator Loss: 0.6275 Epoch 0/5... Discriminator Loss: 1.4236... Generator Loss: 0.6157 Epoch 0/5... Discriminator Loss: 1.4791... Generator Loss: 0.5570 Epoch 0/5... Discriminator Loss: 1.4414... Generator Loss: 0.6195 Epoch 0/5... Discriminator Loss: 1.4789... Generator Loss: 0.6368 Epoch 0/5... Discriminator Loss: 1.4400... Generator Loss: 0.6660 Epoch 0/5... Discriminator Loss: 1.4279... Generator Loss: 0.6529 Epoch 0/5... Discriminator Loss: 1.4936... Generator Loss: 0.5936 Epoch 0/5... Discriminator Loss: 1.4222... Generator Loss: 0.6741
Epoch 0/5... Discriminator Loss: 1.4982... Generator Loss: 0.6195 Epoch 0/5... Discriminator Loss: 1.4064... Generator Loss: 0.6924 Epoch 0/5... Discriminator Loss: 1.4349... Generator Loss: 0.6441 Epoch 0/5... Discriminator Loss: 1.4444... Generator Loss: 0.6514 Epoch 0/5... Discriminator Loss: 1.5035... Generator Loss: 0.5733 Epoch 0/5... Discriminator Loss: 1.3601... Generator Loss: 0.7004 Epoch 0/5... Discriminator Loss: 1.4765... Generator Loss: 0.6255 Epoch 0/5... Discriminator Loss: 1.4742... Generator Loss: 0.6094 Epoch 0/5... Discriminator Loss: 1.4138... Generator Loss: 0.6726 Epoch 0/5... Discriminator Loss: 1.5164... Generator Loss: 0.6193
Epoch 0/5... Discriminator Loss: 1.4340... Generator Loss: 0.6845 Epoch 0/5... Discriminator Loss: 1.4546... Generator Loss: 0.6419 Epoch 0/5... Discriminator Loss: 1.4559... Generator Loss: 0.6032 Epoch 0/5... Discriminator Loss: 1.4904... Generator Loss: 0.6186 Epoch 0/5... Discriminator Loss: 1.4292... Generator Loss: 0.6108 Epoch 0/5... Discriminator Loss: 1.5110... Generator Loss: 0.6255 Epoch 0/5... Discriminator Loss: 1.4492... Generator Loss: 0.6657 Epoch 0/5... Discriminator Loss: 1.4363... Generator Loss: 0.6615 Epoch 0/5... Discriminator Loss: 1.3927... Generator Loss: 0.6636 Epoch 0/5... Discriminator Loss: 1.4671... Generator Loss: 0.6304
Epoch 0/5... Discriminator Loss: 1.5116... Generator Loss: 0.6066 Epoch 0/5... Discriminator Loss: 1.4211... Generator Loss: 0.7203 Epoch 0/5... Discriminator Loss: 1.4731... Generator Loss: 0.6420 Epoch 0/5... Discriminator Loss: 1.4398... Generator Loss: 0.7214 Epoch 0/5... Discriminator Loss: 1.3872... Generator Loss: 0.6734 Epoch 0/5... Discriminator Loss: 1.4554... Generator Loss: 0.6552 Epoch 0/5... Discriminator Loss: 1.4382... Generator Loss: 0.6101 Epoch 0/5... Discriminator Loss: 1.4536... Generator Loss: 0.6887 Epoch 0/5... Discriminator Loss: 1.4264... Generator Loss: 0.7117 Epoch 0/5... Discriminator Loss: 1.4562... Generator Loss: 0.6592
Epoch 0/5... Discriminator Loss: 1.4039... Generator Loss: 0.7114 Epoch 0/5... Discriminator Loss: 1.4640... Generator Loss: 0.6523 Epoch 0/5... Discriminator Loss: 1.4117... Generator Loss: 0.6731 Epoch 0/5... Discriminator Loss: 1.4673... Generator Loss: 0.6436 Epoch 0/5... Discriminator Loss: 1.4615... Generator Loss: 0.6518 Epoch 0/5... Discriminator Loss: 1.4827... Generator Loss: 0.6133 Epoch 0/5... Discriminator Loss: 1.5753... Generator Loss: 0.5876 Epoch 0/5... Discriminator Loss: 1.4877... Generator Loss: 0.6211 Epoch 0/5... Discriminator Loss: 1.4738... Generator Loss: 0.6319 Epoch 0/5... Discriminator Loss: 1.4001... Generator Loss: 0.6743
Epoch 0/5... Discriminator Loss: 1.4655... Generator Loss: 0.6644 Epoch 0/5... Discriminator Loss: 1.4254... Generator Loss: 0.6664 Epoch 0/5... Discriminator Loss: 1.4723... Generator Loss: 0.6445 Epoch 0/5... Discriminator Loss: 1.4578... Generator Loss: 0.6328 Epoch 0/5... Discriminator Loss: 1.4441... Generator Loss: 0.6669 Epoch 0/5... Discriminator Loss: 1.4523... Generator Loss: 0.6489 Epoch 0/5... Discriminator Loss: 1.4436... Generator Loss: 0.6438 Epoch 0/5... Discriminator Loss: 1.4670... Generator Loss: 0.6702 Epoch 0/5... Discriminator Loss: 1.4576... Generator Loss: 0.6176 Epoch 0/5... Discriminator Loss: 1.4879... Generator Loss: 0.6382
Epoch 0/5... Discriminator Loss: 1.4386... Generator Loss: 0.6591 Epoch 0/5... Discriminator Loss: 1.4482... Generator Loss: 0.6483 Epoch 0/5... Discriminator Loss: 1.4149... Generator Loss: 0.6993 Epoch 0/5... Discriminator Loss: 1.4950... Generator Loss: 0.6024 Epoch 0/5... Discriminator Loss: 1.4140... Generator Loss: 0.6580 Epoch 0/5... Discriminator Loss: 1.4562... Generator Loss: 0.6327 Epoch 0/5... Discriminator Loss: 1.4940... Generator Loss: 0.6478 Epoch 0/5... Discriminator Loss: 1.4198... Generator Loss: 0.6535 Epoch 0/5... Discriminator Loss: 1.4049... Generator Loss: 0.7347 Epoch 0/5... Discriminator Loss: 1.4392... Generator Loss: 0.6343
Epoch 0/5... Discriminator Loss: 1.4382... Generator Loss: 0.6202 Epoch 0/5... Discriminator Loss: 1.4570... Generator Loss: 0.6711 Epoch 0/5... Discriminator Loss: 1.4353... Generator Loss: 0.6527 Epoch 0/5... Discriminator Loss: 1.4497... Generator Loss: 0.6628 Epoch 0/5... Discriminator Loss: 1.4254... Generator Loss: 0.6650 Epoch 0/5... Discriminator Loss: 1.4073... Generator Loss: 0.6504 Epoch 0/5... Discriminator Loss: 1.4125... Generator Loss: 0.6291 Epoch 0/5... Discriminator Loss: 1.4277... Generator Loss: 0.6789 Epoch 0/5... Discriminator Loss: 1.4170... Generator Loss: 0.6472 Epoch 0/5... Discriminator Loss: 1.4131... Generator Loss: 0.6364
Epoch 0/5... Discriminator Loss: 1.4059... Generator Loss: 0.6909 Epoch 0/5... Discriminator Loss: 1.4440... Generator Loss: 0.6390 Epoch 0/5... Discriminator Loss: 1.4181... Generator Loss: 0.6409 Epoch 0/5... Discriminator Loss: 1.4897... Generator Loss: 0.6859 Epoch 0/5... Discriminator Loss: 1.4288... Generator Loss: 0.6487 Epoch 0/5... Discriminator Loss: 1.4149... Generator Loss: 0.6804 Epoch 0/5... Discriminator Loss: 1.5021... Generator Loss: 0.6070 Epoch 0/5... Discriminator Loss: 1.4650... Generator Loss: 0.6575 Epoch 0/5... Discriminator Loss: 1.4055... Generator Loss: 0.6541 Epoch 0/5... Discriminator Loss: 1.5321... Generator Loss: 0.5795
Epoch 0/5... Discriminator Loss: 1.4654... Generator Loss: 0.6703 Epoch 0/5... Discriminator Loss: 1.4066... Generator Loss: 0.6604 Epoch 0/5... Discriminator Loss: 1.4322... Generator Loss: 0.6483 Epoch 0/5... Discriminator Loss: 1.4444... Generator Loss: 0.6238 Epoch 0/5... Discriminator Loss: 1.4079... Generator Loss: 0.6193 Epoch 0/5... Discriminator Loss: 1.4554... Generator Loss: 0.6730 Epoch 0/5... Discriminator Loss: 1.4307... Generator Loss: 0.6762 Epoch 0/5... Discriminator Loss: 1.4187... Generator Loss: 0.6776 Epoch 0/5... Discriminator Loss: 1.4860... Generator Loss: 0.6149 Epoch 0/5... Discriminator Loss: 1.4585... Generator Loss: 0.6277
Epoch 0/5... Discriminator Loss: 1.4765... Generator Loss: 0.6131 Epoch 0/5... Discriminator Loss: 1.4982... Generator Loss: 0.6271 Epoch 0/5... Discriminator Loss: 1.4629... Generator Loss: 0.6373 Epoch 0/5... Discriminator Loss: 1.3897... Generator Loss: 0.6528 Epoch 0/5... Discriminator Loss: 1.4389... Generator Loss: 0.6523 Epoch 0/5... Discriminator Loss: 1.4240... Generator Loss: 0.6376 Epoch 0/5... Discriminator Loss: 1.4250... Generator Loss: 0.6539 Epoch 0/5... Discriminator Loss: 1.4216... Generator Loss: 0.6390 Epoch 0/5... Discriminator Loss: 1.4803... Generator Loss: 0.6148 Epoch 0/5... Discriminator Loss: 1.4381... Generator Loss: 0.6574
Epoch 0/5... Discriminator Loss: 1.4626... Generator Loss: 0.6439 Epoch 0/5... Discriminator Loss: 1.4228... Generator Loss: 0.6958 Epoch 0/5... Discriminator Loss: 1.4085... Generator Loss: 0.6848 Epoch 0/5... Discriminator Loss: 1.4255... Generator Loss: 0.6752 Epoch 0/5... Discriminator Loss: 1.4274... Generator Loss: 0.6381 Epoch 0/5... Discriminator Loss: 1.4666... Generator Loss: 0.6592 Epoch 0/5... Discriminator Loss: 1.4166... Generator Loss: 0.6590 Epoch 0/5... Discriminator Loss: 1.4600... Generator Loss: 0.6927 Epoch 0/5... Discriminator Loss: 1.4275... Generator Loss: 0.6402 Epoch 0/5... Discriminator Loss: 1.3947... Generator Loss: 0.6818
Epoch 0/5... Discriminator Loss: 1.4426... Generator Loss: 0.6504 Epoch 0/5... Discriminator Loss: 1.4474... Generator Loss: 0.6394 Epoch 0/5... Discriminator Loss: 1.4351... Generator Loss: 0.6767 Epoch 0/5... Discriminator Loss: 1.3668... Generator Loss: 0.7141 Epoch 0/5... Discriminator Loss: 1.3881... Generator Loss: 0.6417 Epoch 0/5... Discriminator Loss: 1.4006... Generator Loss: 0.6781 Epoch 0/5... Discriminator Loss: 1.4531... Generator Loss: 0.6536 Epoch 0/5... Discriminator Loss: 1.4085... Generator Loss: 0.6493 Epoch 0/5... Discriminator Loss: 1.3851... Generator Loss: 0.6727 Epoch 0/5... Discriminator Loss: 1.3294... Generator Loss: 0.7337
Epoch 0/5... Discriminator Loss: 1.3613... Generator Loss: 0.6459 Epoch 0/5... Discriminator Loss: 1.4586... Generator Loss: 0.5643 Epoch 0/5... Discriminator Loss: 1.1653... Generator Loss: 0.8665 Epoch 0/5... Discriminator Loss: 1.3166... Generator Loss: 0.7700 Epoch 0/5... Discriminator Loss: 1.2442... Generator Loss: 0.7861 Epoch 0/5... Discriminator Loss: 1.4920... Generator Loss: 0.3704 Epoch 0/5... Discriminator Loss: 1.3332... Generator Loss: 1.8608 Epoch 0/5... Discriminator Loss: 1.3538... Generator Loss: 0.7461 Epoch 0/5... Discriminator Loss: 1.4883... Generator Loss: 0.6366 Epoch 0/5... Discriminator Loss: 1.2569... Generator Loss: 0.6562
Epoch 0/5... Discriminator Loss: 1.3692... Generator Loss: 0.7367 Epoch 0/5... Discriminator Loss: 1.3781... Generator Loss: 0.5737 Epoch 0/5... Discriminator Loss: 1.3288... Generator Loss: 0.5677 Epoch 0/5... Discriminator Loss: 1.5441... Generator Loss: 0.3747 Epoch 0/5... Discriminator Loss: 1.5656... Generator Loss: 0.3166 Epoch 0/5... Discriminator Loss: 1.4790... Generator Loss: 0.4378 Epoch 0/5... Discriminator Loss: 1.3749... Generator Loss: 0.7031 Epoch 0/5... Discriminator Loss: 1.3991... Generator Loss: 0.4460 Epoch 0/5... Discriminator Loss: 1.4334... Generator Loss: 0.5426 Epoch 0/5... Discriminator Loss: 1.3488... Generator Loss: 1.5987
Epoch 0/5... Discriminator Loss: 1.4426... Generator Loss: 0.5855 Epoch 0/5... Discriminator Loss: 1.5118... Generator Loss: 0.8400 Epoch 0/5... Discriminator Loss: 1.0887... Generator Loss: 2.1141 Epoch 0/5... Discriminator Loss: 1.3964... Generator Loss: 0.7119 Epoch 0/5... Discriminator Loss: 1.9449... Generator Loss: 0.2087 Epoch 0/5... Discriminator Loss: 1.2992... Generator Loss: 0.8894 Epoch 1/5... Discriminator Loss: 1.2430... Generator Loss: 0.8273 Epoch 1/5... Discriminator Loss: 1.3460... Generator Loss: 0.7169 Epoch 1/5... Discriminator Loss: 1.2247... Generator Loss: 0.7381 Epoch 1/5... Discriminator Loss: 1.2138... Generator Loss: 0.8605
Epoch 1/5... Discriminator Loss: 1.6050... Generator Loss: 0.3946 Epoch 1/5... Discriminator Loss: 1.4995... Generator Loss: 0.5220 Epoch 1/5... Discriminator Loss: 1.4788... Generator Loss: 0.6262 Epoch 1/5... Discriminator Loss: 1.6514... Generator Loss: 0.3865 Epoch 1/5... Discriminator Loss: 1.5720... Generator Loss: 0.6032 Epoch 1/5... Discriminator Loss: 1.3683... Generator Loss: 0.6758 Epoch 1/5... Discriminator Loss: 1.4894... Generator Loss: 0.6930 Epoch 1/5... Discriminator Loss: 1.4086... Generator Loss: 0.7435 Epoch 1/5... Discriminator Loss: 1.3507... Generator Loss: 0.6222 Epoch 1/5... Discriminator Loss: 1.3457... Generator Loss: 0.7172
Epoch 1/5... Discriminator Loss: 1.5171... Generator Loss: 0.5632 Epoch 1/5... Discriminator Loss: 1.3861... Generator Loss: 0.5447 Epoch 1/5... Discriminator Loss: 1.4417... Generator Loss: 0.5805 Epoch 1/5... Discriminator Loss: 1.4891... Generator Loss: 0.6351 Epoch 1/5... Discriminator Loss: 1.4462... Generator Loss: 0.5987 Epoch 1/5... Discriminator Loss: 1.2944... Generator Loss: 0.8160 Epoch 1/5... Discriminator Loss: 1.4480... Generator Loss: 0.6272 Epoch 1/5... Discriminator Loss: 1.4012... Generator Loss: 0.6904 Epoch 1/5... Discriminator Loss: 1.4192... Generator Loss: 0.6443 Epoch 1/5... Discriminator Loss: 1.4995... Generator Loss: 0.5895
Epoch 1/5... Discriminator Loss: 1.4301... Generator Loss: 0.6691 Epoch 1/5... Discriminator Loss: 1.4192... Generator Loss: 0.6945 Epoch 1/5... Discriminator Loss: 1.4646... Generator Loss: 0.6420 Epoch 1/5... Discriminator Loss: 1.4354... Generator Loss: 0.6300 Epoch 1/5... Discriminator Loss: 1.4273... Generator Loss: 0.6358 Epoch 1/5... Discriminator Loss: 1.5017... Generator Loss: 0.6545 Epoch 1/5... Discriminator Loss: 1.4061... Generator Loss: 0.6723 Epoch 1/5... Discriminator Loss: 1.4583... Generator Loss: 0.6197 Epoch 1/5... Discriminator Loss: 1.5469... Generator Loss: 0.5996 Epoch 1/5... Discriminator Loss: 1.4503... Generator Loss: 0.6615
Epoch 1/5... Discriminator Loss: 1.4462... Generator Loss: 0.6700 Epoch 1/5... Discriminator Loss: 1.4195... Generator Loss: 0.6776 Epoch 1/5... Discriminator Loss: 1.4413... Generator Loss: 0.6329 Epoch 1/5... Discriminator Loss: 1.4589... Generator Loss: 0.6205 Epoch 1/5... Discriminator Loss: 1.4838... Generator Loss: 0.6451 Epoch 1/5... Discriminator Loss: 1.4485... Generator Loss: 0.6237 Epoch 1/5... Discriminator Loss: 1.3514... Generator Loss: 0.6983 Epoch 1/5... Discriminator Loss: 1.4301... Generator Loss: 0.6564 Epoch 1/5... Discriminator Loss: 1.4357... Generator Loss: 0.6735 Epoch 1/5... Discriminator Loss: 1.3815... Generator Loss: 0.6976
Epoch 1/5... Discriminator Loss: 1.4328... Generator Loss: 0.6383 Epoch 1/5... Discriminator Loss: 1.4006... Generator Loss: 0.6932 Epoch 1/5... Discriminator Loss: 1.4473... Generator Loss: 0.6229 Epoch 1/5... Discriminator Loss: 1.4009... Generator Loss: 0.6546 Epoch 1/5... Discriminator Loss: 1.4946... Generator Loss: 0.6156 Epoch 1/5... Discriminator Loss: 1.4386... Generator Loss: 0.6492 Epoch 1/5... Discriminator Loss: 1.4394... Generator Loss: 0.6697 Epoch 1/5... Discriminator Loss: 1.4238... Generator Loss: 0.6495 Epoch 1/5... Discriminator Loss: 1.3948... Generator Loss: 0.6614 Epoch 1/5... Discriminator Loss: 1.4264... Generator Loss: 0.6143
Epoch 1/5... Discriminator Loss: 1.4094... Generator Loss: 0.6873 Epoch 1/5... Discriminator Loss: 1.4552... Generator Loss: 0.6425 Epoch 1/5... Discriminator Loss: 1.4343... Generator Loss: 0.6770 Epoch 1/5... Discriminator Loss: 1.4480... Generator Loss: 0.6334 Epoch 1/5... Discriminator Loss: 1.3415... Generator Loss: 0.7101 Epoch 1/5... Discriminator Loss: 1.4728... Generator Loss: 0.6274 Epoch 1/5... Discriminator Loss: 1.3796... Generator Loss: 0.6935 Epoch 1/5... Discriminator Loss: 1.4127... Generator Loss: 0.6463 Epoch 1/5... Discriminator Loss: 1.4471... Generator Loss: 0.6581 Epoch 1/5... Discriminator Loss: 1.4782... Generator Loss: 0.6065
Epoch 1/5... Discriminator Loss: 1.4262... Generator Loss: 0.6252 Epoch 1/5... Discriminator Loss: 1.4041... Generator Loss: 0.6614 Epoch 1/5... Discriminator Loss: 1.4002... Generator Loss: 0.6497 Epoch 1/5... Discriminator Loss: 1.3301... Generator Loss: 0.7312 Epoch 1/5... Discriminator Loss: 1.4360... Generator Loss: 0.6250 Epoch 1/5... Discriminator Loss: 1.5278... Generator Loss: 0.5794 Epoch 1/5... Discriminator Loss: 1.4628... Generator Loss: 0.6277 Epoch 1/5... Discriminator Loss: 1.4135... Generator Loss: 0.6368 Epoch 1/5... Discriminator Loss: 1.4676... Generator Loss: 0.5933 Epoch 1/5... Discriminator Loss: 1.4576... Generator Loss: 0.6170
Epoch 1/5... Discriminator Loss: 1.4728... Generator Loss: 0.6136 Epoch 1/5... Discriminator Loss: 1.4159... Generator Loss: 0.6054 Epoch 1/5... Discriminator Loss: 1.5539... Generator Loss: 0.5535 Epoch 1/5... Discriminator Loss: 1.4084... Generator Loss: 0.6407 Epoch 1/5... Discriminator Loss: 1.4638... Generator Loss: 0.6289 Epoch 1/5... Discriminator Loss: 1.4255... Generator Loss: 0.5970 Epoch 1/5... Discriminator Loss: 1.4372... Generator Loss: 0.5848 Epoch 1/5... Discriminator Loss: 1.4626... Generator Loss: 0.5770 Epoch 1/5... Discriminator Loss: 1.3978... Generator Loss: 0.6846 Epoch 1/5... Discriminator Loss: 1.4099... Generator Loss: 0.6267
Epoch 1/5... Discriminator Loss: 1.3818... Generator Loss: 0.6524 Epoch 1/5... Discriminator Loss: 1.3054... Generator Loss: 0.7369 Epoch 1/5... Discriminator Loss: 1.3460... Generator Loss: 0.6860 Epoch 1/5... Discriminator Loss: 1.3838... Generator Loss: 0.5470 Epoch 1/5... Discriminator Loss: 1.2974... Generator Loss: 0.8722 Epoch 1/5... Discriminator Loss: 1.3478... Generator Loss: 0.6630 Epoch 1/5... Discriminator Loss: 1.3636... Generator Loss: 0.6286 Epoch 1/5... Discriminator Loss: 1.5494... Generator Loss: 1.1877 Epoch 1/5... Discriminator Loss: 1.3622... Generator Loss: 0.6312 Epoch 1/5... Discriminator Loss: 1.5325... Generator Loss: 0.5617
Epoch 1/5... Discriminator Loss: 1.3429... Generator Loss: 0.6617 Epoch 1/5... Discriminator Loss: 1.5035... Generator Loss: 0.5052 Epoch 1/5... Discriminator Loss: 1.4810... Generator Loss: 0.5639 Epoch 1/5... Discriminator Loss: 1.5747... Generator Loss: 0.3682 Epoch 1/5... Discriminator Loss: 1.1022... Generator Loss: 1.4389 Epoch 1/5... Discriminator Loss: 1.2632... Generator Loss: 1.0780 Epoch 1/5... Discriminator Loss: 1.3469... Generator Loss: 0.5450 Epoch 1/5... Discriminator Loss: 1.5572... Generator Loss: 0.3679 Epoch 1/5... Discriminator Loss: 1.3682... Generator Loss: 0.8656 Epoch 1/5... Discriminator Loss: 1.2859... Generator Loss: 0.8024
Epoch 1/5... Discriminator Loss: 1.3924... Generator Loss: 0.6037 Epoch 1/5... Discriminator Loss: 1.4292... Generator Loss: 0.7406 Epoch 1/5... Discriminator Loss: 1.1499... Generator Loss: 0.9284 Epoch 1/5... Discriminator Loss: 1.5204... Generator Loss: 0.4324 Epoch 1/5... Discriminator Loss: 1.5087... Generator Loss: 0.6799 Epoch 1/5... Discriminator Loss: 1.4879... Generator Loss: 0.4296 Epoch 1/5... Discriminator Loss: 1.4616... Generator Loss: 0.5332 Epoch 1/5... Discriminator Loss: 1.4323... Generator Loss: 0.6189 Epoch 1/5... Discriminator Loss: 1.2196... Generator Loss: 1.2808 Epoch 1/5... Discriminator Loss: 1.4098... Generator Loss: 0.5995
Epoch 1/5... Discriminator Loss: 1.0675... Generator Loss: 1.2336 Epoch 1/5... Discriminator Loss: 1.3900... Generator Loss: 0.5743 Epoch 1/5... Discriminator Loss: 1.4229... Generator Loss: 0.4891 Epoch 1/5... Discriminator Loss: 1.5371... Generator Loss: 0.4216 Epoch 1/5... Discriminator Loss: 1.5365... Generator Loss: 0.4853 Epoch 1/5... Discriminator Loss: 1.5321... Generator Loss: 0.4401 Epoch 1/5... Discriminator Loss: 1.3890... Generator Loss: 0.6232 Epoch 1/5... Discriminator Loss: 1.4063... Generator Loss: 0.4995 Epoch 1/5... Discriminator Loss: 1.3807... Generator Loss: 0.7198 Epoch 1/5... Discriminator Loss: 1.4544... Generator Loss: 0.4461
Epoch 1/5... Discriminator Loss: 1.1346... Generator Loss: 1.6210 Epoch 1/5... Discriminator Loss: 1.3654... Generator Loss: 0.5994 Epoch 1/5... Discriminator Loss: 1.3872... Generator Loss: 0.8031 Epoch 1/5... Discriminator Loss: 1.0619... Generator Loss: 1.0724 Epoch 1/5... Discriminator Loss: 1.3337... Generator Loss: 0.5608 Epoch 1/5... Discriminator Loss: 1.6696... Generator Loss: 0.2859 Epoch 1/5... Discriminator Loss: 1.3303... Generator Loss: 0.6098 Epoch 1/5... Discriminator Loss: 1.3442... Generator Loss: 0.6643 Epoch 1/5... Discriminator Loss: 1.4464... Generator Loss: 0.6082 Epoch 1/5... Discriminator Loss: 1.3877... Generator Loss: 0.6009
Epoch 1/5... Discriminator Loss: 1.2670... Generator Loss: 0.8418 Epoch 1/5... Discriminator Loss: 1.3712... Generator Loss: 0.6466 Epoch 1/5... Discriminator Loss: 1.0646... Generator Loss: 1.0830 Epoch 1/5... Discriminator Loss: 1.6502... Generator Loss: 0.3613 Epoch 1/5... Discriminator Loss: 1.4917... Generator Loss: 0.7900 Epoch 1/5... Discriminator Loss: 1.3879... Generator Loss: 0.5422 Epoch 1/5... Discriminator Loss: 1.3333... Generator Loss: 0.6965 Epoch 1/5... Discriminator Loss: 1.4201... Generator Loss: 0.5287 Epoch 1/5... Discriminator Loss: 1.3778... Generator Loss: 0.5150 Epoch 1/5... Discriminator Loss: 1.3268... Generator Loss: 0.5719
Epoch 1/5... Discriminator Loss: 1.6064... Generator Loss: 0.3389 Epoch 1/5... Discriminator Loss: 1.2110... Generator Loss: 0.6582 Epoch 1/5... Discriminator Loss: 1.2473... Generator Loss: 0.8594 Epoch 1/5... Discriminator Loss: 1.2184... Generator Loss: 1.0370 Epoch 1/5... Discriminator Loss: 1.5864... Generator Loss: 0.3874 Epoch 1/5... Discriminator Loss: 1.4542... Generator Loss: 0.7083 Epoch 1/5... Discriminator Loss: 1.5488... Generator Loss: 0.4026 Epoch 1/5... Discriminator Loss: 1.2727... Generator Loss: 0.6810 Epoch 1/5... Discriminator Loss: 1.5360... Generator Loss: 0.6618 Epoch 1/5... Discriminator Loss: 1.2735... Generator Loss: 0.5607
Epoch 1/5... Discriminator Loss: 1.1622... Generator Loss: 0.7811 Epoch 1/5... Discriminator Loss: 1.2805... Generator Loss: 0.6261 Epoch 1/5... Discriminator Loss: 1.1794... Generator Loss: 0.8126 Epoch 1/5... Discriminator Loss: 1.2952... Generator Loss: 0.6124 Epoch 1/5... Discriminator Loss: 1.5305... Generator Loss: 0.4205 Epoch 1/5... Discriminator Loss: 1.5743... Generator Loss: 0.3623 Epoch 1/5... Discriminator Loss: 1.1022... Generator Loss: 0.9166 Epoch 1/5... Discriminator Loss: 1.2063... Generator Loss: 0.7186 Epoch 1/5... Discriminator Loss: 1.2599... Generator Loss: 0.6589 Epoch 1/5... Discriminator Loss: 1.4040... Generator Loss: 0.6209
Epoch 1/5... Discriminator Loss: 1.4125... Generator Loss: 0.4999 Epoch 1/5... Discriminator Loss: 1.3488... Generator Loss: 0.6136 Epoch 1/5... Discriminator Loss: 1.1380... Generator Loss: 0.8666 Epoch 1/5... Discriminator Loss: 1.3682... Generator Loss: 0.6038 Epoch 1/5... Discriminator Loss: 1.2344... Generator Loss: 0.6853 Epoch 1/5... Discriminator Loss: 1.1675... Generator Loss: 0.7092 Epoch 1/5... Discriminator Loss: 1.3267... Generator Loss: 0.5306 Epoch 1/5... Discriminator Loss: 1.1658... Generator Loss: 0.8100 Epoch 1/5... Discriminator Loss: 1.3182... Generator Loss: 0.6191 Epoch 1/5... Discriminator Loss: 1.3259... Generator Loss: 0.8833
Epoch 1/5... Discriminator Loss: 1.3493... Generator Loss: 0.6149 Epoch 1/5... Discriminator Loss: 1.2992... Generator Loss: 0.9793 Epoch 1/5... Discriminator Loss: 1.6941... Generator Loss: 0.2788 Epoch 1/5... Discriminator Loss: 1.3629... Generator Loss: 0.5461 Epoch 1/5... Discriminator Loss: 1.2401... Generator Loss: 0.5752 Epoch 1/5... Discriminator Loss: 1.1586... Generator Loss: 0.8679 Epoch 1/5... Discriminator Loss: 1.3769... Generator Loss: 0.4474 Epoch 1/5... Discriminator Loss: 1.2201... Generator Loss: 0.9047 Epoch 1/5... Discriminator Loss: 1.0426... Generator Loss: 0.9732 Epoch 1/5... Discriminator Loss: 1.1254... Generator Loss: 0.8399
Epoch 1/5... Discriminator Loss: 1.8243... Generator Loss: 0.2392 Epoch 1/5... Discriminator Loss: 1.0098... Generator Loss: 0.9391 Epoch 1/5... Discriminator Loss: 1.3458... Generator Loss: 0.9720 Epoch 1/5... Discriminator Loss: 1.5968... Generator Loss: 0.3572 Epoch 1/5... Discriminator Loss: 1.5070... Generator Loss: 0.3428 Epoch 1/5... Discriminator Loss: 1.4758... Generator Loss: 0.4555 Epoch 1/5... Discriminator Loss: 1.4385... Generator Loss: 0.5337 Epoch 1/5... Discriminator Loss: 1.3573... Generator Loss: 0.4335 Epoch 1/5... Discriminator Loss: 0.9479... Generator Loss: 2.3541 Epoch 1/5... Discriminator Loss: 1.7827... Generator Loss: 0.2406
Epoch 1/5... Discriminator Loss: 0.9337... Generator Loss: 1.7546 Epoch 1/5... Discriminator Loss: 1.4362... Generator Loss: 0.3854 Epoch 1/5... Discriminator Loss: 0.8963... Generator Loss: 1.2993 Epoch 1/5... Discriminator Loss: 1.3662... Generator Loss: 0.5551 Epoch 1/5... Discriminator Loss: 1.6631... Generator Loss: 0.2952 Epoch 1/5... Discriminator Loss: 1.1908... Generator Loss: 0.7243 Epoch 1/5... Discriminator Loss: 1.1090... Generator Loss: 0.6870 Epoch 1/5... Discriminator Loss: 1.8003... Generator Loss: 0.2298 Epoch 1/5... Discriminator Loss: 1.2327... Generator Loss: 0.5771 Epoch 1/5... Discriminator Loss: 1.2864... Generator Loss: 1.0985
Epoch 1/5... Discriminator Loss: 1.3829... Generator Loss: 0.6195 Epoch 1/5... Discriminator Loss: 1.0851... Generator Loss: 0.8496 Epoch 1/5... Discriminator Loss: 1.1297... Generator Loss: 0.8324 Epoch 1/5... Discriminator Loss: 1.2015... Generator Loss: 0.7312 Epoch 1/5... Discriminator Loss: 1.2698... Generator Loss: 0.6369 Epoch 1/5... Discriminator Loss: 1.5924... Generator Loss: 0.2871 Epoch 1/5... Discriminator Loss: 0.8345... Generator Loss: 2.0555 Epoch 1/5... Discriminator Loss: 0.9923... Generator Loss: 0.8231 Epoch 1/5... Discriminator Loss: 0.9790... Generator Loss: 1.0328 Epoch 1/5... Discriminator Loss: 1.1833... Generator Loss: 0.7422
Epoch 1/5... Discriminator Loss: 1.2882... Generator Loss: 0.4435 Epoch 1/5... Discriminator Loss: 1.1680... Generator Loss: 0.6611 Epoch 1/5... Discriminator Loss: 1.6008... Generator Loss: 0.2809 Epoch 1/5... Discriminator Loss: 1.0237... Generator Loss: 0.7372 Epoch 1/5... Discriminator Loss: 1.0516... Generator Loss: 1.8532 Epoch 1/5... Discriminator Loss: 1.4539... Generator Loss: 0.4764 Epoch 1/5... Discriminator Loss: 1.1343... Generator Loss: 0.5633 Epoch 1/5... Discriminator Loss: 1.1636... Generator Loss: 1.1660 Epoch 1/5... Discriminator Loss: 1.5416... Generator Loss: 0.2943 Epoch 1/5... Discriminator Loss: 1.1536... Generator Loss: 0.9960
Epoch 1/5... Discriminator Loss: 0.9769... Generator Loss: 0.9596 Epoch 1/5... Discriminator Loss: 1.6185... Generator Loss: 0.2853 Epoch 1/5... Discriminator Loss: 0.7700... Generator Loss: 1.7668 Epoch 1/5... Discriminator Loss: 0.9477... Generator Loss: 1.0873 Epoch 1/5... Discriminator Loss: 1.6034... Generator Loss: 0.2956 Epoch 1/5... Discriminator Loss: 0.7789... Generator Loss: 1.5517 Epoch 1/5... Discriminator Loss: 1.3187... Generator Loss: 0.4432 Epoch 1/5... Discriminator Loss: 1.2856... Generator Loss: 0.4547 Epoch 1/5... Discriminator Loss: 1.1810... Generator Loss: 0.6504 Epoch 1/5... Discriminator Loss: 0.7516... Generator Loss: 1.2594
Epoch 1/5... Discriminator Loss: 1.3063... Generator Loss: 0.4364 Epoch 1/5... Discriminator Loss: 0.6721... Generator Loss: 1.4875 Epoch 1/5... Discriminator Loss: 1.7074... Generator Loss: 1.2228 Epoch 1/5... Discriminator Loss: 0.7145... Generator Loss: 1.1488 Epoch 1/5... Discriminator Loss: 1.3074... Generator Loss: 0.4719 Epoch 1/5... Discriminator Loss: 1.4882... Generator Loss: 0.3433 Epoch 1/5... Discriminator Loss: 0.9078... Generator Loss: 0.7492 Epoch 1/5... Discriminator Loss: 0.5984... Generator Loss: 2.3188 Epoch 1/5... Discriminator Loss: 0.8545... Generator Loss: 1.7190 Epoch 1/5... Discriminator Loss: 0.7797... Generator Loss: 0.8963
Epoch 1/5... Discriminator Loss: 1.0495... Generator Loss: 0.6410 Epoch 1/5... Discriminator Loss: 0.8903... Generator Loss: 0.7524 Epoch 1/5... Discriminator Loss: 1.1966... Generator Loss: 0.4936 Epoch 1/5... Discriminator Loss: 1.5314... Generator Loss: 0.3390 Epoch 1/5... Discriminator Loss: 1.4349... Generator Loss: 0.3338 Epoch 1/5... Discriminator Loss: 1.1539... Generator Loss: 0.6003 Epoch 1/5... Discriminator Loss: 0.6842... Generator Loss: 1.6445 Epoch 1/5... Discriminator Loss: 0.5712... Generator Loss: 2.5368 Epoch 1/5... Discriminator Loss: 1.2706... Generator Loss: 0.4881 Epoch 1/5... Discriminator Loss: 0.6031... Generator Loss: 1.7419
Epoch 1/5... Discriminator Loss: 1.6024... Generator Loss: 0.2918 Epoch 1/5... Discriminator Loss: 1.2966... Generator Loss: 0.4280 Epoch 1/5... Discriminator Loss: 0.5482... Generator Loss: 1.8865 Epoch 1/5... Discriminator Loss: 1.5978... Generator Loss: 0.2694 Epoch 1/5... Discriminator Loss: 1.5678... Generator Loss: 0.2999 Epoch 1/5... Discriminator Loss: 1.0603... Generator Loss: 0.6415 Epoch 1/5... Discriminator Loss: 1.3278... Generator Loss: 0.4053 Epoch 1/5... Discriminator Loss: 0.9046... Generator Loss: 0.9950 Epoch 1/5... Discriminator Loss: 1.2401... Generator Loss: 0.4899 Epoch 1/5... Discriminator Loss: 0.7443... Generator Loss: 1.1287
Epoch 1/5... Discriminator Loss: 1.1121... Generator Loss: 0.5201 Epoch 1/5... Discriminator Loss: 0.6898... Generator Loss: 0.9953 Epoch 1/5... Discriminator Loss: 1.0995... Generator Loss: 0.9362 Epoch 1/5... Discriminator Loss: 1.2944... Generator Loss: 0.5634 Epoch 1/5... Discriminator Loss: 1.4718... Generator Loss: 0.3409 Epoch 1/5... Discriminator Loss: 0.5224... Generator Loss: 1.5351 Epoch 1/5... Discriminator Loss: 0.9681... Generator Loss: 1.3292 Epoch 1/5... Discriminator Loss: 0.8537... Generator Loss: 1.0071 Epoch 1/5... Discriminator Loss: 0.7783... Generator Loss: 1.2044 Epoch 1/5... Discriminator Loss: 1.1796... Generator Loss: 0.5983
Epoch 1/5... Discriminator Loss: 1.0372... Generator Loss: 0.5970 Epoch 1/5... Discriminator Loss: 1.5641... Generator Loss: 0.3204 Epoch 1/5... Discriminator Loss: 0.6536... Generator Loss: 1.4862 Epoch 1/5... Discriminator Loss: 1.6852... Generator Loss: 0.2695 Epoch 1/5... Discriminator Loss: 1.5799... Generator Loss: 0.3388 Epoch 1/5... Discriminator Loss: 1.3293... Generator Loss: 0.8691 Epoch 1/5... Discriminator Loss: 1.3602... Generator Loss: 0.4661 Epoch 1/5... Discriminator Loss: 1.0098... Generator Loss: 0.6649 Epoch 1/5... Discriminator Loss: 0.6604... Generator Loss: 0.9994 Epoch 1/5... Discriminator Loss: 1.3330... Generator Loss: 0.4707
Epoch 1/5... Discriminator Loss: 0.8592... Generator Loss: 1.8857 Epoch 1/5... Discriminator Loss: 1.0027... Generator Loss: 0.6393 Epoch 1/5... Discriminator Loss: 0.9124... Generator Loss: 1.7061 Epoch 1/5... Discriminator Loss: 1.6897... Generator Loss: 0.2639 Epoch 1/5... Discriminator Loss: 0.8816... Generator Loss: 0.7737 Epoch 1/5... Discriminator Loss: 1.0020... Generator Loss: 0.6109 Epoch 1/5... Discriminator Loss: 1.8441... Generator Loss: 0.2418 Epoch 1/5... Discriminator Loss: 0.6434... Generator Loss: 1.8978 Epoch 1/5... Discriminator Loss: 1.2177... Generator Loss: 1.7788 Epoch 1/5... Discriminator Loss: 1.1605... Generator Loss: 0.5867
Epoch 1/5... Discriminator Loss: 2.8891... Generator Loss: 1.5732 Epoch 1/5... Discriminator Loss: 1.0671... Generator Loss: 0.7817 Epoch 1/5... Discriminator Loss: 1.1318... Generator Loss: 0.5953 Epoch 1/5... Discriminator Loss: 0.7031... Generator Loss: 1.3479 Epoch 1/5... Discriminator Loss: 0.4604... Generator Loss: 1.3824 Epoch 1/5... Discriminator Loss: 0.8497... Generator Loss: 0.8676 Epoch 1/5... Discriminator Loss: 0.4291... Generator Loss: 1.7119 Epoch 1/5... Discriminator Loss: 0.5490... Generator Loss: 1.8355 Epoch 1/5... Discriminator Loss: 0.9723... Generator Loss: 0.6765 Epoch 1/5... Discriminator Loss: 0.5696... Generator Loss: 2.2562
Epoch 1/5... Discriminator Loss: 1.8147... Generator Loss: 0.2245 Epoch 1/5... Discriminator Loss: 0.6316... Generator Loss: 2.0120 Epoch 1/5... Discriminator Loss: 0.8861... Generator Loss: 0.9782 Epoch 1/5... Discriminator Loss: 0.8552... Generator Loss: 0.7864 Epoch 1/5... Discriminator Loss: 0.9142... Generator Loss: 0.6571 Epoch 1/5... Discriminator Loss: 1.3966... Generator Loss: 0.3701 Epoch 1/5... Discriminator Loss: 0.6961... Generator Loss: 0.9866 Epoch 1/5... Discriminator Loss: 1.9387... Generator Loss: 0.2070 Epoch 1/5... Discriminator Loss: 0.9104... Generator Loss: 1.1145 Epoch 1/5... Discriminator Loss: 1.2595... Generator Loss: 0.4616
Epoch 1/5... Discriminator Loss: 1.2777... Generator Loss: 0.4304 Epoch 1/5... Discriminator Loss: 1.2279... Generator Loss: 0.4964 Epoch 1/5... Discriminator Loss: 1.5189... Generator Loss: 0.3267 Epoch 2/5... Discriminator Loss: 2.5012... Generator Loss: 0.1284 Epoch 2/5... Discriminator Loss: 1.1277... Generator Loss: 0.6162 Epoch 2/5... Discriminator Loss: 0.9680... Generator Loss: 0.6582 Epoch 2/5... Discriminator Loss: 0.2736... Generator Loss: 2.6332 Epoch 2/5... Discriminator Loss: 0.5966... Generator Loss: 1.6005 Epoch 2/5... Discriminator Loss: 0.5538... Generator Loss: 1.5957 Epoch 2/5... Discriminator Loss: 0.6405... Generator Loss: 2.5715
Epoch 2/5... Discriminator Loss: 1.7869... Generator Loss: 0.2402 Epoch 2/5... Discriminator Loss: 0.9033... Generator Loss: 0.7136 Epoch 2/5... Discriminator Loss: 0.3883... Generator Loss: 3.6455 Epoch 2/5... Discriminator Loss: 0.8363... Generator Loss: 1.0208 Epoch 2/5... Discriminator Loss: 1.8861... Generator Loss: 0.2032 Epoch 2/5... Discriminator Loss: 1.1348... Generator Loss: 0.5161 Epoch 2/5... Discriminator Loss: 0.6743... Generator Loss: 1.0928 Epoch 2/5... Discriminator Loss: 0.7275... Generator Loss: 0.8549 Epoch 2/5... Discriminator Loss: 3.9272... Generator Loss: 3.5074 Epoch 2/5... Discriminator Loss: 0.9951... Generator Loss: 0.7161
Epoch 2/5... Discriminator Loss: 1.1532... Generator Loss: 0.5895 Epoch 2/5... Discriminator Loss: 1.0438... Generator Loss: 0.5897 Epoch 2/5... Discriminator Loss: 0.8208... Generator Loss: 0.9681 Epoch 2/5... Discriminator Loss: 1.1319... Generator Loss: 0.5491 Epoch 2/5... Discriminator Loss: 0.8206... Generator Loss: 0.7408 Epoch 2/5... Discriminator Loss: 1.0836... Generator Loss: 0.8316 Epoch 2/5... Discriminator Loss: 0.9305... Generator Loss: 0.6984 Epoch 2/5... Discriminator Loss: 0.8166... Generator Loss: 0.8743 Epoch 2/5... Discriminator Loss: 0.6657... Generator Loss: 1.0110 Epoch 2/5... Discriminator Loss: 0.6867... Generator Loss: 1.0115
Epoch 2/5... Discriminator Loss: 0.2838... Generator Loss: 3.0655 Epoch 2/5... Discriminator Loss: 1.1687... Generator Loss: 0.5201 Epoch 2/5... Discriminator Loss: 1.3191... Generator Loss: 0.4184 Epoch 2/5... Discriminator Loss: 1.0344... Generator Loss: 0.7406 Epoch 2/5... Discriminator Loss: 0.8938... Generator Loss: 1.2761 Epoch 2/5... Discriminator Loss: 1.2985... Generator Loss: 0.4137 Epoch 2/5... Discriminator Loss: 1.5967... Generator Loss: 0.3032 Epoch 2/5... Discriminator Loss: 1.6602... Generator Loss: 0.2830 Epoch 2/5... Discriminator Loss: 1.0298... Generator Loss: 0.5980 Epoch 2/5... Discriminator Loss: 1.3593... Generator Loss: 0.4165
Epoch 2/5... Discriminator Loss: 2.1301... Generator Loss: 2.3566 Epoch 2/5... Discriminator Loss: 1.0253... Generator Loss: 0.7233 Epoch 2/5... Discriminator Loss: 0.8652... Generator Loss: 0.8140 Epoch 2/5... Discriminator Loss: 0.7864... Generator Loss: 1.0804 Epoch 2/5... Discriminator Loss: 1.6507... Generator Loss: 0.2768 Epoch 2/5... Discriminator Loss: 0.9453... Generator Loss: 0.6389 Epoch 2/5... Discriminator Loss: 0.6248... Generator Loss: 1.1133 Epoch 2/5... Discriminator Loss: 0.7965... Generator Loss: 0.8037 Epoch 2/5... Discriminator Loss: 1.2077... Generator Loss: 0.4552 Epoch 2/5... Discriminator Loss: 0.7332... Generator Loss: 0.9245
Epoch 2/5... Discriminator Loss: 1.5906... Generator Loss: 0.3059 Epoch 2/5... Discriminator Loss: 2.1414... Generator Loss: 0.1601 Epoch 2/5... Discriminator Loss: 0.9730... Generator Loss: 0.6723 Epoch 2/5... Discriminator Loss: 1.6629... Generator Loss: 0.3033 Epoch 2/5... Discriminator Loss: 1.0010... Generator Loss: 1.3181 Epoch 2/5... Discriminator Loss: 0.6935... Generator Loss: 1.1930 Epoch 2/5... Discriminator Loss: 0.5553... Generator Loss: 1.1719 Epoch 2/5... Discriminator Loss: 1.7658... Generator Loss: 1.5530 Epoch 2/5... Discriminator Loss: 1.2987... Generator Loss: 0.4219 Epoch 2/5... Discriminator Loss: 0.8750... Generator Loss: 0.8251
Epoch 2/5... Discriminator Loss: 1.0022... Generator Loss: 1.2335 Epoch 2/5... Discriminator Loss: 0.8088... Generator Loss: 0.8776 Epoch 2/5... Discriminator Loss: 1.1843... Generator Loss: 0.5210 Epoch 2/5... Discriminator Loss: 1.3057... Generator Loss: 0.4568 Epoch 2/5... Discriminator Loss: 1.0039... Generator Loss: 0.6338 Epoch 2/5... Discriminator Loss: 1.1478... Generator Loss: 0.5056 Epoch 2/5... Discriminator Loss: 1.5524... Generator Loss: 0.3098 Epoch 2/5... Discriminator Loss: 1.3982... Generator Loss: 0.4162 Epoch 2/5... Discriminator Loss: 0.4824... Generator Loss: 1.3260 Epoch 2/5... Discriminator Loss: 1.4122... Generator Loss: 0.3629
Epoch 2/5... Discriminator Loss: 1.1604... Generator Loss: 0.8644 Epoch 2/5... Discriminator Loss: 0.8330... Generator Loss: 0.8761 Epoch 2/5... Discriminator Loss: 1.5802... Generator Loss: 0.2918 Epoch 2/5... Discriminator Loss: 0.6538... Generator Loss: 1.0166 Epoch 2/5... Discriminator Loss: 1.6318... Generator Loss: 0.2718 Epoch 2/5... Discriminator Loss: 1.1644... Generator Loss: 0.4998 Epoch 2/5... Discriminator Loss: 0.9645... Generator Loss: 0.6531 Epoch 2/5... Discriminator Loss: 1.3038... Generator Loss: 0.4154 Epoch 2/5... Discriminator Loss: 1.5818... Generator Loss: 0.3514 Epoch 2/5... Discriminator Loss: 1.4885... Generator Loss: 0.3455
Epoch 2/5... Discriminator Loss: 0.4022... Generator Loss: 1.7122 Epoch 2/5... Discriminator Loss: 0.3176... Generator Loss: 2.1100 Epoch 2/5... Discriminator Loss: 1.3411... Generator Loss: 0.4262 Epoch 2/5... Discriminator Loss: 0.9097... Generator Loss: 0.7063 Epoch 2/5... Discriminator Loss: 1.4885... Generator Loss: 0.3185 Epoch 2/5... Discriminator Loss: 2.5228... Generator Loss: 4.4162 Epoch 2/5... Discriminator Loss: 1.2223... Generator Loss: 0.7875 Epoch 2/5... Discriminator Loss: 1.3329... Generator Loss: 0.4056 Epoch 2/5... Discriminator Loss: 1.1047... Generator Loss: 0.6554 Epoch 2/5... Discriminator Loss: 1.4343... Generator Loss: 0.3691
Epoch 2/5... Discriminator Loss: 0.7518... Generator Loss: 0.8668 Epoch 2/5... Discriminator Loss: 1.0181... Generator Loss: 0.6683 Epoch 2/5... Discriminator Loss: 1.4664... Generator Loss: 0.3713 Epoch 2/5... Discriminator Loss: 1.2548... Generator Loss: 0.4671 Epoch 2/5... Discriminator Loss: 0.7280... Generator Loss: 1.2040 Epoch 2/5... Discriminator Loss: 1.3973... Generator Loss: 0.4019 Epoch 2/5... Discriminator Loss: 1.9373... Generator Loss: 0.1925 Epoch 2/5... Discriminator Loss: 0.9723... Generator Loss: 0.6500 Epoch 2/5... Discriminator Loss: 1.1276... Generator Loss: 0.5081 Epoch 2/5... Discriminator Loss: 1.4495... Generator Loss: 0.3445
Epoch 2/5... Discriminator Loss: 0.3520... Generator Loss: 1.9955 Epoch 2/5... Discriminator Loss: 0.9768... Generator Loss: 0.6440 Epoch 2/5... Discriminator Loss: 0.8355... Generator Loss: 0.7511 Epoch 2/5... Discriminator Loss: 0.5023... Generator Loss: 1.1711 Epoch 2/5... Discriminator Loss: 0.3472... Generator Loss: 1.8558 Epoch 2/5... Discriminator Loss: 1.7312... Generator Loss: 0.2461 Epoch 2/5... Discriminator Loss: 1.2481... Generator Loss: 0.4466 Epoch 2/5... Discriminator Loss: 1.3839... Generator Loss: 0.4014 Epoch 2/5... Discriminator Loss: 0.7465... Generator Loss: 2.4507 Epoch 2/5... Discriminator Loss: 1.5223... Generator Loss: 0.4560
Epoch 2/5... Discriminator Loss: 1.0718... Generator Loss: 0.6107 Epoch 2/5... Discriminator Loss: 1.0136... Generator Loss: 0.6269 Epoch 2/5... Discriminator Loss: 1.1716... Generator Loss: 0.4939 Epoch 2/5... Discriminator Loss: 1.3109... Generator Loss: 0.4558 Epoch 2/5... Discriminator Loss: 1.0562... Generator Loss: 0.5640 Epoch 2/5... Discriminator Loss: 0.4370... Generator Loss: 2.1500 Epoch 2/5... Discriminator Loss: 0.5849... Generator Loss: 1.1974 Epoch 2/5... Discriminator Loss: 1.4991... Generator Loss: 0.3439 Epoch 2/5... Discriminator Loss: 0.7039... Generator Loss: 1.0793 Epoch 2/5... Discriminator Loss: 0.8145... Generator Loss: 0.8760
Epoch 2/5... Discriminator Loss: 0.6906... Generator Loss: 0.9800 Epoch 2/5... Discriminator Loss: 0.2664... Generator Loss: 3.1259 Epoch 2/5... Discriminator Loss: 0.3086... Generator Loss: 2.3107 Epoch 2/5... Discriminator Loss: 1.4159... Generator Loss: 0.3927 Epoch 2/5... Discriminator Loss: 1.4083... Generator Loss: 0.3836 Epoch 2/5... Discriminator Loss: 0.9310... Generator Loss: 0.8120 Epoch 2/5... Discriminator Loss: 1.1076... Generator Loss: 0.5529 Epoch 2/5... Discriminator Loss: 1.0019... Generator Loss: 0.7721 Epoch 2/5... Discriminator Loss: 3.5516... Generator Loss: 0.0800 Epoch 2/5... Discriminator Loss: 1.2420... Generator Loss: 0.5933
Epoch 2/5... Discriminator Loss: 0.8169... Generator Loss: 0.8953 Epoch 2/5... Discriminator Loss: 0.6418... Generator Loss: 1.2152 Epoch 2/5... Discriminator Loss: 0.9227... Generator Loss: 0.6949 Epoch 2/5... Discriminator Loss: 0.8916... Generator Loss: 0.9925 Epoch 2/5... Discriminator Loss: 1.2933... Generator Loss: 0.4275 Epoch 2/5... Discriminator Loss: 1.3107... Generator Loss: 0.4128 Epoch 2/5... Discriminator Loss: 0.8940... Generator Loss: 0.7285 Epoch 2/5... Discriminator Loss: 1.3295... Generator Loss: 0.6435 Epoch 2/5... Discriminator Loss: 1.7739... Generator Loss: 0.2365 Epoch 2/5... Discriminator Loss: 0.7845... Generator Loss: 0.8748
Epoch 2/5... Discriminator Loss: 1.5889... Generator Loss: 0.3211 Epoch 2/5... Discriminator Loss: 0.7986... Generator Loss: 0.8580 Epoch 2/5... Discriminator Loss: 1.1102... Generator Loss: 0.5140 Epoch 2/5... Discriminator Loss: 1.3354... Generator Loss: 0.3904 Epoch 2/5... Discriminator Loss: 1.5707... Generator Loss: 0.3171 Epoch 2/5... Discriminator Loss: 0.9914... Generator Loss: 0.6823 Epoch 2/5... Discriminator Loss: 0.9283... Generator Loss: 0.6832 Epoch 2/5... Discriminator Loss: 1.4754... Generator Loss: 0.3593 Epoch 2/5... Discriminator Loss: 1.1325... Generator Loss: 1.8959 Epoch 2/5... Discriminator Loss: 1.0665... Generator Loss: 0.6116
Epoch 2/5... Discriminator Loss: 0.6977... Generator Loss: 0.9374 Epoch 2/5... Discriminator Loss: 1.0426... Generator Loss: 0.6999 Epoch 2/5... Discriminator Loss: 0.9137... Generator Loss: 0.7204 Epoch 2/5... Discriminator Loss: 0.8744... Generator Loss: 0.7422 Epoch 2/5... Discriminator Loss: 1.2337... Generator Loss: 0.4954 Epoch 2/5... Discriminator Loss: 0.4823... Generator Loss: 1.3265 Epoch 2/5... Discriminator Loss: 1.0231... Generator Loss: 0.5855 Epoch 2/5... Discriminator Loss: 0.5011... Generator Loss: 1.3942 Epoch 2/5... Discriminator Loss: 1.3387... Generator Loss: 0.5068 Epoch 2/5... Discriminator Loss: 0.8125... Generator Loss: 0.7290
Epoch 2/5... Discriminator Loss: 0.8698... Generator Loss: 0.7312 Epoch 2/5... Discriminator Loss: 1.8343... Generator Loss: 0.2199 Epoch 2/5... Discriminator Loss: 0.6253... Generator Loss: 1.0600 Epoch 2/5... Discriminator Loss: 0.9458... Generator Loss: 0.7011 Epoch 2/5... Discriminator Loss: 0.5038... Generator Loss: 1.3800 Epoch 2/5... Discriminator Loss: 0.2915... Generator Loss: 2.5899 Epoch 2/5... Discriminator Loss: 0.5678... Generator Loss: 1.1005 Epoch 2/5... Discriminator Loss: 1.2263... Generator Loss: 0.4485 Epoch 2/5... Discriminator Loss: 1.9526... Generator Loss: 1.2946 Epoch 2/5... Discriminator Loss: 1.2630... Generator Loss: 0.8114
Epoch 2/5... Discriminator Loss: 1.2992... Generator Loss: 1.4708 Epoch 2/5... Discriminator Loss: 1.2936... Generator Loss: 1.2629 Epoch 2/5... Discriminator Loss: 0.9773... Generator Loss: 1.2531 Epoch 2/5... Discriminator Loss: 1.0256... Generator Loss: 1.3294 Epoch 2/5... Discriminator Loss: 1.0516... Generator Loss: 0.9329 Epoch 2/5... Discriminator Loss: 1.1601... Generator Loss: 0.5081 Epoch 2/5... Discriminator Loss: 0.7274... Generator Loss: 1.0166 Epoch 2/5... Discriminator Loss: 1.5015... Generator Loss: 0.3562 Epoch 2/5... Discriminator Loss: 1.7223... Generator Loss: 0.2990 Epoch 2/5... Discriminator Loss: 1.7116... Generator Loss: 0.2745
Epoch 2/5... Discriminator Loss: 0.7362... Generator Loss: 1.0512 Epoch 2/5... Discriminator Loss: 1.1318... Generator Loss: 0.5925 Epoch 2/5... Discriminator Loss: 1.4589... Generator Loss: 0.3450 Epoch 2/5... Discriminator Loss: 0.5317... Generator Loss: 1.2974 Epoch 2/5... Discriminator Loss: 0.5223... Generator Loss: 1.3489 Epoch 2/5... Discriminator Loss: 0.8822... Generator Loss: 0.9643 Epoch 2/5... Discriminator Loss: 0.5184... Generator Loss: 1.2697 Epoch 2/5... Discriminator Loss: 0.6548... Generator Loss: 1.0678 Epoch 2/5... Discriminator Loss: 1.0252... Generator Loss: 0.6515 Epoch 2/5... Discriminator Loss: 0.5149... Generator Loss: 1.3522
Epoch 2/5... Discriminator Loss: 0.5905... Generator Loss: 1.2274 Epoch 2/5... Discriminator Loss: 0.6491... Generator Loss: 0.9738 Epoch 2/5... Discriminator Loss: 0.9338... Generator Loss: 0.6705 Epoch 2/5... Discriminator Loss: 1.2334... Generator Loss: 0.4872 Epoch 2/5... Discriminator Loss: 1.1021... Generator Loss: 0.5125 Epoch 2/5... Discriminator Loss: 1.0940... Generator Loss: 0.5282 Epoch 2/5... Discriminator Loss: 1.2898... Generator Loss: 0.4431 Epoch 2/5... Discriminator Loss: 2.0675... Generator Loss: 0.2220 Epoch 2/5... Discriminator Loss: 1.2497... Generator Loss: 0.5059 Epoch 2/5... Discriminator Loss: 0.8484... Generator Loss: 0.9631
Epoch 2/5... Discriminator Loss: 1.2662... Generator Loss: 0.4758 Epoch 2/5... Discriminator Loss: 0.3341... Generator Loss: 1.9225 Epoch 2/5... Discriminator Loss: 0.5210... Generator Loss: 1.2826 Epoch 2/5... Discriminator Loss: 0.8105... Generator Loss: 0.8098 Epoch 2/5... Discriminator Loss: 0.4775... Generator Loss: 1.3510 Epoch 2/5... Discriminator Loss: 1.2216... Generator Loss: 0.5248 Epoch 2/5... Discriminator Loss: 1.5720... Generator Loss: 0.3366 Epoch 2/5... Discriminator Loss: 0.5577... Generator Loss: 1.1595 Epoch 2/5... Discriminator Loss: 1.5820... Generator Loss: 0.3049 Epoch 2/5... Discriminator Loss: 1.3672... Generator Loss: 0.3943
Epoch 2/5... Discriminator Loss: 0.3590... Generator Loss: 2.1308 Epoch 2/5... Discriminator Loss: 0.5022... Generator Loss: 1.3380 Epoch 2/5... Discriminator Loss: 1.2680... Generator Loss: 0.4445 Epoch 2/5... Discriminator Loss: 0.6428... Generator Loss: 1.8681 Epoch 2/5... Discriminator Loss: 0.7426... Generator Loss: 1.0307 Epoch 2/5... Discriminator Loss: 0.6336... Generator Loss: 1.0543 Epoch 2/5... Discriminator Loss: 0.4273... Generator Loss: 1.5491 Epoch 2/5... Discriminator Loss: 0.8543... Generator Loss: 0.7923 Epoch 2/5... Discriminator Loss: 0.8864... Generator Loss: 1.1439 Epoch 2/5... Discriminator Loss: 1.1405... Generator Loss: 0.6753
Epoch 2/5... Discriminator Loss: 1.4849... Generator Loss: 0.3430 Epoch 2/5... Discriminator Loss: 1.7845... Generator Loss: 0.2801 Epoch 2/5... Discriminator Loss: 0.8553... Generator Loss: 0.8557 Epoch 2/5... Discriminator Loss: 1.4907... Generator Loss: 0.3341 Epoch 2/5... Discriminator Loss: 1.4668... Generator Loss: 0.3534 Epoch 2/5... Discriminator Loss: 1.2268... Generator Loss: 0.4530 Epoch 2/5... Discriminator Loss: 1.6100... Generator Loss: 0.2903 Epoch 2/5... Discriminator Loss: 1.0625... Generator Loss: 0.5737 Epoch 2/5... Discriminator Loss: 1.1997... Generator Loss: 0.5037 Epoch 2/5... Discriminator Loss: 1.1734... Generator Loss: 0.5499
Epoch 2/5... Discriminator Loss: 0.3762... Generator Loss: 1.9191 Epoch 2/5... Discriminator Loss: 0.9559... Generator Loss: 0.6716 Epoch 2/5... Discriminator Loss: 0.6866... Generator Loss: 1.1325 Epoch 2/5... Discriminator Loss: 1.4072... Generator Loss: 0.3886 Epoch 2/5... Discriminator Loss: 0.3027... Generator Loss: 2.0959 Epoch 2/5... Discriminator Loss: 2.1512... Generator Loss: 0.1707 Epoch 2/5... Discriminator Loss: 0.9999... Generator Loss: 0.6292 Epoch 2/5... Discriminator Loss: 0.2791... Generator Loss: 1.9481 Epoch 2/5... Discriminator Loss: 0.8843... Generator Loss: 1.0587 Epoch 2/5... Discriminator Loss: 1.2201... Generator Loss: 0.4997
Epoch 2/5... Discriminator Loss: 0.9408... Generator Loss: 0.7337 Epoch 2/5... Discriminator Loss: 2.4162... Generator Loss: 0.1510 Epoch 2/5... Discriminator Loss: 1.3413... Generator Loss: 2.6595 Epoch 2/5... Discriminator Loss: 1.0797... Generator Loss: 1.9876 Epoch 2/5... Discriminator Loss: 1.1281... Generator Loss: 0.6165 Epoch 2/5... Discriminator Loss: 1.3175... Generator Loss: 0.4419 Epoch 2/5... Discriminator Loss: 1.1021... Generator Loss: 0.6048 Epoch 2/5... Discriminator Loss: 0.9770... Generator Loss: 0.6768 Epoch 2/5... Discriminator Loss: 1.6442... Generator Loss: 0.2924 Epoch 2/5... Discriminator Loss: 1.0105... Generator Loss: 0.6901
Epoch 2/5... Discriminator Loss: 1.0945... Generator Loss: 0.5728 Epoch 2/5... Discriminator Loss: 1.3831... Generator Loss: 0.3813 Epoch 2/5... Discriminator Loss: 1.4156... Generator Loss: 0.3915 Epoch 2/5... Discriminator Loss: 1.4249... Generator Loss: 0.3612 Epoch 2/5... Discriminator Loss: 1.9794... Generator Loss: 0.1834 Epoch 2/5... Discriminator Loss: 0.8662... Generator Loss: 0.7317 Epoch 2/5... Discriminator Loss: 0.6014... Generator Loss: 1.0572 Epoch 2/5... Discriminator Loss: 0.9271... Generator Loss: 0.7366 Epoch 2/5... Discriminator Loss: 1.5889... Generator Loss: 0.2971 Epoch 2/5... Discriminator Loss: 0.9792... Generator Loss: 0.6191
Epoch 2/5... Discriminator Loss: 1.4187... Generator Loss: 0.3487 Epoch 2/5... Discriminator Loss: 0.9572... Generator Loss: 0.6662 Epoch 2/5... Discriminator Loss: 1.5377... Generator Loss: 0.3422 Epoch 2/5... Discriminator Loss: 0.8019... Generator Loss: 2.0670 Epoch 2/5... Discriminator Loss: 0.6641... Generator Loss: 1.1095 Epoch 2/5... Discriminator Loss: 1.6022... Generator Loss: 0.3246 Epoch 2/5... Discriminator Loss: 1.1057... Generator Loss: 0.5895 Epoch 2/5... Discriminator Loss: 1.4887... Generator Loss: 0.3463 Epoch 2/5... Discriminator Loss: 1.3517... Generator Loss: 0.4149 Epoch 2/5... Discriminator Loss: 0.9661... Generator Loss: 0.6580
Epoch 2/5... Discriminator Loss: 0.8461... Generator Loss: 0.7725 Epoch 2/5... Discriminator Loss: 1.1598... Generator Loss: 0.5535 Epoch 2/5... Discriminator Loss: 1.9462... Generator Loss: 0.2052 Epoch 2/5... Discriminator Loss: 2.0647... Generator Loss: 0.1968 Epoch 2/5... Discriminator Loss: 0.7699... Generator Loss: 0.8936 Epoch 2/5... Discriminator Loss: 1.1933... Generator Loss: 0.4682 Epoch 2/5... Discriminator Loss: 0.8366... Generator Loss: 0.8017 Epoch 2/5... Discriminator Loss: 1.0506... Generator Loss: 0.6548 Epoch 2/5... Discriminator Loss: 1.4518... Generator Loss: 0.3503 Epoch 2/5... Discriminator Loss: 2.2563... Generator Loss: 2.8995
Epoch 2/5... Discriminator Loss: 0.9419... Generator Loss: 0.8659 Epoch 2/5... Discriminator Loss: 1.0224... Generator Loss: 0.6740 Epoch 2/5... Discriminator Loss: 0.9735... Generator Loss: 0.7448 Epoch 2/5... Discriminator Loss: 1.3598... Generator Loss: 0.4323 Epoch 2/5... Discriminator Loss: 0.8867... Generator Loss: 0.7349 Epoch 2/5... Discriminator Loss: 0.8009... Generator Loss: 0.8194 Epoch 2/5... Discriminator Loss: 1.6715... Generator Loss: 0.2883 Epoch 2/5... Discriminator Loss: 1.4223... Generator Loss: 0.3678 Epoch 2/5... Discriminator Loss: 0.4069... Generator Loss: 2.3141 Epoch 2/5... Discriminator Loss: 1.2728... Generator Loss: 0.4952
Epoch 2/5... Discriminator Loss: 0.8528... Generator Loss: 0.6931 Epoch 2/5... Discriminator Loss: 1.4792... Generator Loss: 0.3764 Epoch 2/5... Discriminator Loss: 0.9139... Generator Loss: 0.6851 Epoch 2/5... Discriminator Loss: 2.4873... Generator Loss: 3.5394 Epoch 2/5... Discriminator Loss: 0.7586... Generator Loss: 1.2617 Epoch 2/5... Discriminator Loss: 0.9985... Generator Loss: 0.8489 Epoch 2/5... Discriminator Loss: 1.5099... Generator Loss: 0.3706 Epoch 2/5... Discriminator Loss: 0.9273... Generator Loss: 0.6820 Epoch 2/5... Discriminator Loss: 1.2201... Generator Loss: 0.5168 Epoch 2/5... Discriminator Loss: 0.7711... Generator Loss: 0.9055
Epoch 2/5... Discriminator Loss: 1.2934... Generator Loss: 0.4526 Epoch 2/5... Discriminator Loss: 1.1876... Generator Loss: 0.5211 Epoch 2/5... Discriminator Loss: 0.8357... Generator Loss: 0.7416 Epoch 2/5... Discriminator Loss: 1.2820... Generator Loss: 0.4914 Epoch 2/5... Discriminator Loss: 0.7921... Generator Loss: 0.7848 Epoch 2/5... Discriminator Loss: 2.0916... Generator Loss: 0.1777 Epoch 2/5... Discriminator Loss: 0.4725... Generator Loss: 1.3308 Epoch 2/5... Discriminator Loss: 1.1001... Generator Loss: 0.5427 Epoch 2/5... Discriminator Loss: 1.8240... Generator Loss: 0.2362 Epoch 2/5... Discriminator Loss: 1.4641... Generator Loss: 0.3517
Epoch 2/5... Discriminator Loss: 0.6465... Generator Loss: 1.0441 Epoch 2/5... Discriminator Loss: 1.8207... Generator Loss: 0.2542 Epoch 2/5... Discriminator Loss: 1.1876... Generator Loss: 0.5008 Epoch 2/5... Discriminator Loss: 2.1021... Generator Loss: 0.1731 Epoch 2/5... Discriminator Loss: 2.3601... Generator Loss: 2.7616 Epoch 2/5... Discriminator Loss: 1.0971... Generator Loss: 0.6407 Epoch 2/5... Discriminator Loss: 1.6608... Generator Loss: 0.2988 Epoch 2/5... Discriminator Loss: 1.3211... Generator Loss: 0.4991 Epoch 2/5... Discriminator Loss: 2.0063... Generator Loss: 0.1949 Epoch 3/5... Discriminator Loss: 0.6224... Generator Loss: 1.2656
Epoch 3/5... Discriminator Loss: 0.9443... Generator Loss: 0.7250 Epoch 3/5... Discriminator Loss: 0.3810... Generator Loss: 1.8771 Epoch 3/5... Discriminator Loss: 2.0358... Generator Loss: 0.1986 Epoch 3/5... Discriminator Loss: 1.5885... Generator Loss: 0.3422 Epoch 3/5... Discriminator Loss: 1.9794... Generator Loss: 0.1962 Epoch 3/5... Discriminator Loss: 0.3583... Generator Loss: 2.6787 Epoch 3/5... Discriminator Loss: 0.9255... Generator Loss: 1.5309 Epoch 3/5... Discriminator Loss: 0.6619... Generator Loss: 1.3762 Epoch 3/5... Discriminator Loss: 1.2905... Generator Loss: 0.4303 Epoch 3/5... Discriminator Loss: 0.7997... Generator Loss: 0.7999
Epoch 3/5... Discriminator Loss: 1.0196... Generator Loss: 0.6046 Epoch 3/5... Discriminator Loss: 0.6069... Generator Loss: 1.1321 Epoch 3/5... Discriminator Loss: 0.8830... Generator Loss: 0.7369 Epoch 3/5... Discriminator Loss: 1.5789... Generator Loss: 0.3312 Epoch 3/5... Discriminator Loss: 0.6547... Generator Loss: 0.9787 Epoch 3/5... Discriminator Loss: 1.8664... Generator Loss: 0.2391 Epoch 3/5... Discriminator Loss: 0.3698... Generator Loss: 1.7168 Epoch 3/5... Discriminator Loss: 0.8681... Generator Loss: 0.7785 Epoch 3/5... Discriminator Loss: 0.5843... Generator Loss: 1.1758 Epoch 3/5... Discriminator Loss: 0.9512... Generator Loss: 0.6965
Epoch 3/5... Discriminator Loss: 0.4140... Generator Loss: 1.9192 Epoch 3/5... Discriminator Loss: 1.5796... Generator Loss: 0.3123 Epoch 3/5... Discriminator Loss: 1.6086... Generator Loss: 0.2808 Epoch 3/5... Discriminator Loss: 1.2103... Generator Loss: 0.4823 Epoch 3/5... Discriminator Loss: 0.6878... Generator Loss: 1.0283 Epoch 3/5... Discriminator Loss: 1.3589... Generator Loss: 0.3833 Epoch 3/5... Discriminator Loss: 0.9399... Generator Loss: 0.7160 Epoch 3/5... Discriminator Loss: 0.8643... Generator Loss: 0.8706 Epoch 3/5... Discriminator Loss: 0.8047... Generator Loss: 1.5345 Epoch 3/5... Discriminator Loss: 1.3143... Generator Loss: 0.4653
Epoch 3/5... Discriminator Loss: 2.2516... Generator Loss: 0.1577 Epoch 3/5... Discriminator Loss: 1.1419... Generator Loss: 0.4936 Epoch 3/5... Discriminator Loss: 1.7457... Generator Loss: 0.2826 Epoch 3/5... Discriminator Loss: 1.0961... Generator Loss: 0.6202 Epoch 3/5... Discriminator Loss: 1.4535... Generator Loss: 0.3604 Epoch 3/5... Discriminator Loss: 1.5873... Generator Loss: 0.3286 Epoch 3/5... Discriminator Loss: 0.8624... Generator Loss: 0.8973 Epoch 3/5... Discriminator Loss: 0.6125... Generator Loss: 1.0570 Epoch 3/5... Discriminator Loss: 0.2189... Generator Loss: 2.4253 Epoch 3/5... Discriminator Loss: 1.2077... Generator Loss: 0.5001
Epoch 3/5... Discriminator Loss: 0.6119... Generator Loss: 1.0202 Epoch 3/5... Discriminator Loss: 1.4257... Generator Loss: 0.4230 Epoch 3/5... Discriminator Loss: 1.6781... Generator Loss: 0.2870 Epoch 3/5... Discriminator Loss: 0.6478... Generator Loss: 1.0281 Epoch 3/5... Discriminator Loss: 1.7413... Generator Loss: 0.3130 Epoch 3/5... Discriminator Loss: 1.3225... Generator Loss: 0.4146 Epoch 3/5... Discriminator Loss: 0.4003... Generator Loss: 1.7464 Epoch 3/5... Discriminator Loss: 0.9243... Generator Loss: 0.7740 Epoch 3/5... Discriminator Loss: 1.6303... Generator Loss: 0.3342 Epoch 3/5... Discriminator Loss: 1.3416... Generator Loss: 0.4326
Epoch 3/5... Discriminator Loss: 2.6098... Generator Loss: 3.9228 Epoch 3/5... Discriminator Loss: 0.9404... Generator Loss: 0.8829 Epoch 3/5... Discriminator Loss: 1.4175... Generator Loss: 0.4121 Epoch 3/5... Discriminator Loss: 1.1712... Generator Loss: 0.5310 Epoch 3/5... Discriminator Loss: 2.4799... Generator Loss: 0.1338 Epoch 3/5... Discriminator Loss: 1.7978... Generator Loss: 0.2656 Epoch 3/5... Discriminator Loss: 1.2195... Generator Loss: 0.4550 Epoch 3/5... Discriminator Loss: 1.7649... Generator Loss: 0.2554 Epoch 3/5... Discriminator Loss: 1.3849... Generator Loss: 0.4114 Epoch 3/5... Discriminator Loss: 0.7844... Generator Loss: 0.9094
Epoch 3/5... Discriminator Loss: 0.9591... Generator Loss: 0.7281 Epoch 3/5... Discriminator Loss: 0.9104... Generator Loss: 0.7632 Epoch 3/5... Discriminator Loss: 1.4924... Generator Loss: 0.3422 Epoch 3/5... Discriminator Loss: 0.5249... Generator Loss: 1.3291 Epoch 3/5... Discriminator Loss: 0.8564... Generator Loss: 0.6919 Epoch 3/5... Discriminator Loss: 1.2517... Generator Loss: 0.4434 Epoch 3/5... Discriminator Loss: 1.0233... Generator Loss: 0.6338 Epoch 3/5... Discriminator Loss: 0.8015... Generator Loss: 1.5903 Epoch 3/5... Discriminator Loss: 0.7009... Generator Loss: 1.2266 Epoch 3/5... Discriminator Loss: 0.2773... Generator Loss: 2.0878
Epoch 3/5... Discriminator Loss: 1.0971... Generator Loss: 0.5725 Epoch 3/5... Discriminator Loss: 1.1348... Generator Loss: 0.5242 Epoch 3/5... Discriminator Loss: 0.8936... Generator Loss: 0.7365 Epoch 3/5... Discriminator Loss: 0.6748... Generator Loss: 1.1744 Epoch 3/5... Discriminator Loss: 1.4296... Generator Loss: 0.4293 Epoch 3/5... Discriminator Loss: 0.8598... Generator Loss: 1.9556 Epoch 3/5... Discriminator Loss: 2.1084... Generator Loss: 0.2965 Epoch 3/5... Discriminator Loss: 0.8793... Generator Loss: 0.9897 Epoch 3/5... Discriminator Loss: 1.4436... Generator Loss: 2.2172 Epoch 3/5... Discriminator Loss: 1.1120... Generator Loss: 1.3179
Epoch 3/5... Discriminator Loss: 1.5353... Generator Loss: 0.3876 Epoch 3/5... Discriminator Loss: 2.0937... Generator Loss: 0.2156 Epoch 3/5... Discriminator Loss: 0.9236... Generator Loss: 0.8974 Epoch 3/5... Discriminator Loss: 1.2527... Generator Loss: 0.4491 Epoch 3/5... Discriminator Loss: 1.0280... Generator Loss: 0.7081 Epoch 3/5... Discriminator Loss: 0.9037... Generator Loss: 0.7662 Epoch 3/5... Discriminator Loss: 1.1700... Generator Loss: 0.5885 Epoch 3/5... Discriminator Loss: 1.1940... Generator Loss: 0.5367 Epoch 3/5... Discriminator Loss: 1.1913... Generator Loss: 0.5317 Epoch 3/5... Discriminator Loss: 0.7899... Generator Loss: 0.9775
Epoch 3/5... Discriminator Loss: 0.9742... Generator Loss: 0.6326 Epoch 3/5... Discriminator Loss: 0.9328... Generator Loss: 0.7386 Epoch 3/5... Discriminator Loss: 0.8584... Generator Loss: 0.6781 Epoch 3/5... Discriminator Loss: 1.2275... Generator Loss: 0.5058 Epoch 3/5... Discriminator Loss: 1.4991... Generator Loss: 0.3836 Epoch 3/5... Discriminator Loss: 1.4341... Generator Loss: 0.3689 Epoch 3/5... Discriminator Loss: 0.9668... Generator Loss: 0.6989 Epoch 3/5... Discriminator Loss: 1.4976... Generator Loss: 0.3375 Epoch 3/5... Discriminator Loss: 1.0379... Generator Loss: 0.6088 Epoch 3/5... Discriminator Loss: 1.6150... Generator Loss: 0.3130
Epoch 3/5... Discriminator Loss: 1.6223... Generator Loss: 0.3763 Epoch 3/5... Discriminator Loss: 1.2202... Generator Loss: 0.5064 Epoch 3/5... Discriminator Loss: 0.8353... Generator Loss: 0.9397 Epoch 3/5... Discriminator Loss: 1.0481... Generator Loss: 0.6187 Epoch 3/5... Discriminator Loss: 1.5004... Generator Loss: 0.3496 Epoch 3/5... Discriminator Loss: 1.7195... Generator Loss: 0.2689 Epoch 3/5... Discriminator Loss: 0.6686... Generator Loss: 1.1394 Epoch 3/5... Discriminator Loss: 1.8963... Generator Loss: 0.2421 Epoch 3/5... Discriminator Loss: 2.6490... Generator Loss: 1.8171 Epoch 3/5... Discriminator Loss: 1.4175... Generator Loss: 1.0634
Epoch 3/5... Discriminator Loss: 1.3444... Generator Loss: 0.7731 Epoch 3/5... Discriminator Loss: 1.2220... Generator Loss: 0.6235 Epoch 3/5... Discriminator Loss: 1.1900... Generator Loss: 0.8780 Epoch 3/5... Discriminator Loss: 1.2118... Generator Loss: 0.9054 Epoch 3/5... Discriminator Loss: 1.5116... Generator Loss: 1.9116 Epoch 3/5... Discriminator Loss: 1.0848... Generator Loss: 0.5764 Epoch 3/5... Discriminator Loss: 1.5918... Generator Loss: 0.3423 Epoch 3/5... Discriminator Loss: 1.9097... Generator Loss: 0.2375 Epoch 3/5... Discriminator Loss: 2.2829... Generator Loss: 0.1866 Epoch 3/5... Discriminator Loss: 0.8678... Generator Loss: 0.9920
Epoch 3/5... Discriminator Loss: 1.1889... Generator Loss: 0.5046 Epoch 3/5... Discriminator Loss: 0.9512... Generator Loss: 0.9923 Epoch 3/5... Discriminator Loss: 0.8344... Generator Loss: 1.1994 Epoch 3/5... Discriminator Loss: 0.8586... Generator Loss: 1.0385 Epoch 3/5... Discriminator Loss: 1.3915... Generator Loss: 0.4289 Epoch 3/5... Discriminator Loss: 0.9649... Generator Loss: 0.6912 Epoch 3/5... Discriminator Loss: 0.9982... Generator Loss: 0.6454 Epoch 3/5... Discriminator Loss: 1.2060... Generator Loss: 0.5306 Epoch 3/5... Discriminator Loss: 0.9587... Generator Loss: 0.6942 Epoch 3/5... Discriminator Loss: 1.2057... Generator Loss: 0.4692
Epoch 3/5... Discriminator Loss: 1.5524... Generator Loss: 0.3379 Epoch 3/5... Discriminator Loss: 1.3181... Generator Loss: 0.4364 Epoch 3/5... Discriminator Loss: 1.0214... Generator Loss: 0.5942 Epoch 3/5... Discriminator Loss: 1.6459... Generator Loss: 0.3175 Epoch 3/5... Discriminator Loss: 1.4183... Generator Loss: 0.4649 Epoch 3/5... Discriminator Loss: 1.4973... Generator Loss: 0.3787 Epoch 3/5... Discriminator Loss: 0.9876... Generator Loss: 0.6026 Epoch 3/5... Discriminator Loss: 1.3437... Generator Loss: 0.4251 Epoch 3/5... Discriminator Loss: 1.1144... Generator Loss: 0.5556 Epoch 3/5... Discriminator Loss: 1.4709... Generator Loss: 0.5322
Epoch 3/5... Discriminator Loss: 0.8833... Generator Loss: 1.7284 Epoch 3/5... Discriminator Loss: 1.2387... Generator Loss: 0.4822 Epoch 3/5... Discriminator Loss: 1.2810... Generator Loss: 0.4357 Epoch 3/5... Discriminator Loss: 2.4633... Generator Loss: 0.1244 Epoch 3/5... Discriminator Loss: 2.6936... Generator Loss: 4.9480 Epoch 3/5... Discriminator Loss: 1.0097... Generator Loss: 1.0116 Epoch 3/5... Discriminator Loss: 0.6158... Generator Loss: 1.7664 Epoch 3/5... Discriminator Loss: 1.7316... Generator Loss: 0.3052 Epoch 3/5... Discriminator Loss: 1.1664... Generator Loss: 0.6426 Epoch 3/5... Discriminator Loss: 0.9770... Generator Loss: 0.7419
Epoch 3/5... Discriminator Loss: 0.7764... Generator Loss: 1.7376 Epoch 3/5... Discriminator Loss: 0.8318... Generator Loss: 0.9109 Epoch 3/5... Discriminator Loss: 1.2881... Generator Loss: 0.4548 Epoch 3/5... Discriminator Loss: 0.8243... Generator Loss: 0.9198 Epoch 3/5... Discriminator Loss: 0.4366... Generator Loss: 2.0855 Epoch 3/5... Discriminator Loss: 0.7979... Generator Loss: 0.8263 Epoch 3/5... Discriminator Loss: 1.6228... Generator Loss: 0.3787 Epoch 3/5... Discriminator Loss: 0.9138... Generator Loss: 0.7374 Epoch 3/5... Discriminator Loss: 3.0152... Generator Loss: 0.0784 Epoch 3/5... Discriminator Loss: 1.0706... Generator Loss: 0.6279
Epoch 3/5... Discriminator Loss: 0.9226... Generator Loss: 0.7883 Epoch 3/5... Discriminator Loss: 1.0310... Generator Loss: 0.6515 Epoch 3/5... Discriminator Loss: 0.6218... Generator Loss: 1.2927 Epoch 3/5... Discriminator Loss: 0.8711... Generator Loss: 0.7944 Epoch 3/5... Discriminator Loss: 1.8335... Generator Loss: 0.2675 Epoch 3/5... Discriminator Loss: 0.8663... Generator Loss: 2.4779 Epoch 3/5... Discriminator Loss: 1.2147... Generator Loss: 0.5148 Epoch 3/5... Discriminator Loss: 1.4158... Generator Loss: 0.4181 Epoch 3/5... Discriminator Loss: 0.6876... Generator Loss: 2.7341 Epoch 3/5... Discriminator Loss: 1.5868... Generator Loss: 0.3342
Epoch 3/5... Discriminator Loss: 0.6811... Generator Loss: 0.9851 Epoch 3/5... Discriminator Loss: 1.4519... Generator Loss: 0.4728 Epoch 3/5... Discriminator Loss: 0.8414... Generator Loss: 0.8347 Epoch 3/5... Discriminator Loss: 0.8946... Generator Loss: 0.7541 Epoch 3/5... Discriminator Loss: 1.6787... Generator Loss: 0.3012 Epoch 3/5... Discriminator Loss: 0.8326... Generator Loss: 0.8315 Epoch 3/5... Discriminator Loss: 0.9764... Generator Loss: 0.6768 Epoch 3/5... Discriminator Loss: 0.5303... Generator Loss: 3.0833 Epoch 3/5... Discriminator Loss: 0.6327... Generator Loss: 1.1560 Epoch 3/5... Discriminator Loss: 0.8528... Generator Loss: 0.7895
Epoch 3/5... Discriminator Loss: 0.5609... Generator Loss: 1.1635 Epoch 3/5... Discriminator Loss: 0.4876... Generator Loss: 1.2802 Epoch 3/5... Discriminator Loss: 1.2881... Generator Loss: 0.4589 Epoch 3/5... Discriminator Loss: 1.0384... Generator Loss: 0.5947 Epoch 3/5... Discriminator Loss: 1.1333... Generator Loss: 0.5166 Epoch 3/5... Discriminator Loss: 1.5807... Generator Loss: 0.2913 Epoch 3/5... Discriminator Loss: 2.2063... Generator Loss: 0.1639 Epoch 3/5... Discriminator Loss: 0.7601... Generator Loss: 1.5550 Epoch 3/5... Discriminator Loss: 1.8733... Generator Loss: 0.2118 Epoch 3/5... Discriminator Loss: 0.3824... Generator Loss: 1.7134
Epoch 3/5... Discriminator Loss: 1.2123... Generator Loss: 0.5157 Epoch 3/5... Discriminator Loss: 2.0328... Generator Loss: 0.2074 Epoch 3/5... Discriminator Loss: 0.6450... Generator Loss: 1.3235 Epoch 3/5... Discriminator Loss: 0.7758... Generator Loss: 0.9380 Epoch 3/5... Discriminator Loss: 1.6569... Generator Loss: 0.2807 Epoch 3/5... Discriminator Loss: 2.8796... Generator Loss: 0.1318 Epoch 3/5... Discriminator Loss: 1.2744... Generator Loss: 0.5334 Epoch 3/5... Discriminator Loss: 1.6443... Generator Loss: 0.3219 Epoch 3/5... Discriminator Loss: 1.3603... Generator Loss: 0.4124 Epoch 3/5... Discriminator Loss: 1.1464... Generator Loss: 0.5226
Epoch 3/5... Discriminator Loss: 1.4296... Generator Loss: 0.3818 Epoch 3/5... Discriminator Loss: 1.8760... Generator Loss: 0.2506 Epoch 3/5... Discriminator Loss: 1.0323... Generator Loss: 0.5999 Epoch 3/5... Discriminator Loss: 0.5885... Generator Loss: 1.0668 Epoch 3/5... Discriminator Loss: 1.3069... Generator Loss: 0.3919 Epoch 3/5... Discriminator Loss: 2.5338... Generator Loss: 0.1288 Epoch 3/5... Discriminator Loss: 1.0218... Generator Loss: 0.7067 Epoch 3/5... Discriminator Loss: 1.1897... Generator Loss: 0.5206 Epoch 3/5... Discriminator Loss: 1.4259... Generator Loss: 0.3999 Epoch 3/5... Discriminator Loss: 1.1334... Generator Loss: 0.5365
Epoch 3/5... Discriminator Loss: 1.4184... Generator Loss: 0.3960 Epoch 3/5... Discriminator Loss: 1.1962... Generator Loss: 0.5241 Epoch 3/5... Discriminator Loss: 1.5184... Generator Loss: 0.3877 Epoch 3/5... Discriminator Loss: 1.4025... Generator Loss: 0.3995 Epoch 3/5... Discriminator Loss: 1.3611... Generator Loss: 0.4635 Epoch 3/5... Discriminator Loss: 1.2722... Generator Loss: 0.4393 Epoch 3/5... Discriminator Loss: 1.1779... Generator Loss: 0.5656 Epoch 3/5... Discriminator Loss: 1.3286... Generator Loss: 0.4370 Epoch 3/5... Discriminator Loss: 2.2177... Generator Loss: 0.1733 Epoch 3/5... Discriminator Loss: 0.9026... Generator Loss: 0.8126
Epoch 3/5... Discriminator Loss: 0.8503... Generator Loss: 0.8450 Epoch 3/5... Discriminator Loss: 0.4727... Generator Loss: 1.7837 Epoch 3/5... Discriminator Loss: 0.7984... Generator Loss: 0.8037 Epoch 3/5... Discriminator Loss: 0.8165... Generator Loss: 0.7835 Epoch 3/5... Discriminator Loss: 1.7621... Generator Loss: 0.2521 Epoch 3/5... Discriminator Loss: 2.1282... Generator Loss: 0.1912 Epoch 3/5... Discriminator Loss: 1.0498... Generator Loss: 1.4671 Epoch 3/5... Discriminator Loss: 0.7628... Generator Loss: 1.2104 Epoch 3/5... Discriminator Loss: 1.0410... Generator Loss: 0.6699 Epoch 3/5... Discriminator Loss: 1.1207... Generator Loss: 0.5893
Epoch 3/5... Discriminator Loss: 1.5385... Generator Loss: 0.3305 Epoch 3/5... Discriminator Loss: 1.2885... Generator Loss: 0.4844 Epoch 3/5... Discriminator Loss: 1.8006... Generator Loss: 0.2703 Epoch 3/5... Discriminator Loss: 1.6507... Generator Loss: 0.2718 Epoch 3/5... Discriminator Loss: 1.1160... Generator Loss: 0.5736 Epoch 3/5... Discriminator Loss: 1.9518... Generator Loss: 0.1954 Epoch 3/5... Discriminator Loss: 0.5505... Generator Loss: 1.6750 Epoch 3/5... Discriminator Loss: 2.2095... Generator Loss: 0.1972 Epoch 3/5... Discriminator Loss: 1.8040... Generator Loss: 0.2501 Epoch 3/5... Discriminator Loss: 1.2141... Generator Loss: 0.5239
Epoch 3/5... Discriminator Loss: 0.2666... Generator Loss: 2.1038 Epoch 3/5... Discriminator Loss: 0.4694... Generator Loss: 3.6228 Epoch 3/5... Discriminator Loss: 1.1915... Generator Loss: 0.5819 Epoch 3/5... Discriminator Loss: 0.6861... Generator Loss: 0.9550 Epoch 3/5... Discriminator Loss: 0.8132... Generator Loss: 0.8763 Epoch 3/5... Discriminator Loss: 1.3216... Generator Loss: 0.4881 Epoch 3/5... Discriminator Loss: 1.8504... Generator Loss: 0.2534 Epoch 3/5... Discriminator Loss: 1.4709... Generator Loss: 0.3725 Epoch 3/5... Discriminator Loss: 0.7005... Generator Loss: 1.1660 Epoch 3/5... Discriminator Loss: 2.1474... Generator Loss: 0.2404
Epoch 3/5... Discriminator Loss: 0.7320... Generator Loss: 1.4186 Epoch 3/5... Discriminator Loss: 1.2290... Generator Loss: 0.5309 Epoch 3/5... Discriminator Loss: 1.4603... Generator Loss: 0.3906 Epoch 3/5... Discriminator Loss: 1.5920... Generator Loss: 0.3265 Epoch 3/5... Discriminator Loss: 0.9202... Generator Loss: 0.7466 Epoch 3/5... Discriminator Loss: 1.0626... Generator Loss: 0.6243 Epoch 3/5... Discriminator Loss: 0.5816... Generator Loss: 1.1620 Epoch 3/5... Discriminator Loss: 0.7280... Generator Loss: 1.2078 Epoch 3/5... Discriminator Loss: 0.2401... Generator Loss: 2.1818 Epoch 3/5... Discriminator Loss: 0.3987... Generator Loss: 1.5944
Epoch 3/5... Discriminator Loss: 1.7114... Generator Loss: 3.5509 Epoch 3/5... Discriminator Loss: 0.9717... Generator Loss: 0.8224 Epoch 3/5... Discriminator Loss: 1.9881... Generator Loss: 0.2331 Epoch 3/5... Discriminator Loss: 1.0675... Generator Loss: 0.5646 Epoch 3/5... Discriminator Loss: 1.0386... Generator Loss: 0.6726 Epoch 3/5... Discriminator Loss: 0.6400... Generator Loss: 1.1087 Epoch 3/5... Discriminator Loss: 1.0481... Generator Loss: 0.5502 Epoch 3/5... Discriminator Loss: 0.9593... Generator Loss: 0.6745 Epoch 3/5... Discriminator Loss: 1.0073... Generator Loss: 0.6471 Epoch 3/5... Discriminator Loss: 1.1255... Generator Loss: 0.5624
Epoch 3/5... Discriminator Loss: 0.8794... Generator Loss: 0.9395 Epoch 3/5... Discriminator Loss: 1.1452... Generator Loss: 0.5746 Epoch 3/5... Discriminator Loss: 1.9385... Generator Loss: 0.2025 Epoch 3/5... Discriminator Loss: 0.9880... Generator Loss: 0.6566 Epoch 3/5... Discriminator Loss: 2.1175... Generator Loss: 0.1711 Epoch 3/5... Discriminator Loss: 1.1198... Generator Loss: 0.5542 Epoch 3/5... Discriminator Loss: 1.5374... Generator Loss: 0.4172 Epoch 3/5... Discriminator Loss: 1.3287... Generator Loss: 0.4246 Epoch 3/5... Discriminator Loss: 1.5330... Generator Loss: 0.3737 Epoch 3/5... Discriminator Loss: 1.0379... Generator Loss: 0.9334
Epoch 3/5... Discriminator Loss: 1.4729... Generator Loss: 0.4621 Epoch 3/5... Discriminator Loss: 1.1660... Generator Loss: 0.6145 Epoch 3/5... Discriminator Loss: 1.9651... Generator Loss: 0.2421 Epoch 3/5... Discriminator Loss: 1.3560... Generator Loss: 0.4803 Epoch 3/5... Discriminator Loss: 1.2879... Generator Loss: 0.4678 Epoch 3/5... Discriminator Loss: 1.7013... Generator Loss: 0.2702 Epoch 3/5... Discriminator Loss: 1.4946... Generator Loss: 0.3630 Epoch 3/5... Discriminator Loss: 1.4572... Generator Loss: 0.4136 Epoch 3/5... Discriminator Loss: 1.1565... Generator Loss: 0.5289 Epoch 3/5... Discriminator Loss: 1.0052... Generator Loss: 0.6641
Epoch 3/5... Discriminator Loss: 1.6702... Generator Loss: 0.3087 Epoch 3/5... Discriminator Loss: 2.1655... Generator Loss: 0.1950 Epoch 3/5... Discriminator Loss: 0.9343... Generator Loss: 1.0409 Epoch 3/5... Discriminator Loss: 1.0469... Generator Loss: 0.6382 Epoch 3/5... Discriminator Loss: 1.8930... Generator Loss: 0.3161 Epoch 3/5... Discriminator Loss: 1.1981... Generator Loss: 0.5599 Epoch 3/5... Discriminator Loss: 1.5324... Generator Loss: 0.3531 Epoch 3/5... Discriminator Loss: 0.8519... Generator Loss: 0.8112 Epoch 3/5... Discriminator Loss: 1.1544... Generator Loss: 0.5449 Epoch 3/5... Discriminator Loss: 1.8292... Generator Loss: 0.2398
Epoch 3/5... Discriminator Loss: 1.5295... Generator Loss: 0.3515 Epoch 3/5... Discriminator Loss: 1.7100... Generator Loss: 0.2582 Epoch 3/5... Discriminator Loss: 1.1051... Generator Loss: 0.5661 Epoch 3/5... Discriminator Loss: 1.3208... Generator Loss: 0.4526 Epoch 3/5... Discriminator Loss: 1.0144... Generator Loss: 0.5568 Epoch 3/5... Discriminator Loss: 2.3336... Generator Loss: 0.2082 Epoch 3/5... Discriminator Loss: 1.2006... Generator Loss: 1.5893 Epoch 3/5... Discriminator Loss: 0.8518... Generator Loss: 0.8044 Epoch 3/5... Discriminator Loss: 1.8035... Generator Loss: 0.2648 Epoch 3/5... Discriminator Loss: 0.9315... Generator Loss: 0.7665
Epoch 3/5... Discriminator Loss: 1.4596... Generator Loss: 0.4496 Epoch 3/5... Discriminator Loss: 2.3430... Generator Loss: 0.1777 Epoch 3/5... Discriminator Loss: 1.3454... Generator Loss: 0.4419 Epoch 3/5... Discriminator Loss: 0.8899... Generator Loss: 0.8402 Epoch 3/5... Discriminator Loss: 0.6731... Generator Loss: 1.1793 Epoch 3/5... Discriminator Loss: 1.1967... Generator Loss: 0.4900 Epoch 4/5... Discriminator Loss: 0.6083... Generator Loss: 1.1495 Epoch 4/5... Discriminator Loss: 0.9911... Generator Loss: 0.7136 Epoch 4/5... Discriminator Loss: 0.5628... Generator Loss: 1.3550 Epoch 4/5... Discriminator Loss: 0.8677... Generator Loss: 0.8461
Epoch 4/5... Discriminator Loss: 0.8816... Generator Loss: 0.8079 Epoch 4/5... Discriminator Loss: 1.2700... Generator Loss: 0.4382 Epoch 4/5... Discriminator Loss: 0.9527... Generator Loss: 0.7238 Epoch 4/5... Discriminator Loss: 1.9727... Generator Loss: 0.2224 Epoch 4/5... Discriminator Loss: 1.5589... Generator Loss: 0.3572 Epoch 4/5... Discriminator Loss: 1.3423... Generator Loss: 0.4471 Epoch 4/5... Discriminator Loss: 2.2049... Generator Loss: 0.1990 Epoch 4/5... Discriminator Loss: 1.6948... Generator Loss: 0.3256 Epoch 4/5... Discriminator Loss: 1.0574... Generator Loss: 0.6086 Epoch 4/5... Discriminator Loss: 0.8628... Generator Loss: 0.7997
Epoch 4/5... Discriminator Loss: 0.5155... Generator Loss: 1.6210 Epoch 4/5... Discriminator Loss: 1.1477... Generator Loss: 0.5865 Epoch 4/5... Discriminator Loss: 1.8434... Generator Loss: 0.2299 Epoch 4/5... Discriminator Loss: 1.7662... Generator Loss: 0.2984 Epoch 4/5... Discriminator Loss: 1.4616... Generator Loss: 0.4295 Epoch 4/5... Discriminator Loss: 2.1613... Generator Loss: 0.2259 Epoch 4/5... Discriminator Loss: 1.7536... Generator Loss: 0.2604 Epoch 4/5... Discriminator Loss: 0.9639... Generator Loss: 0.7177 Epoch 4/5... Discriminator Loss: 1.0697... Generator Loss: 0.5689 Epoch 4/5... Discriminator Loss: 1.0347... Generator Loss: 0.6945
Epoch 4/5... Discriminator Loss: 1.2776... Generator Loss: 0.5600 Epoch 4/5... Discriminator Loss: 1.4973... Generator Loss: 0.3568 Epoch 4/5... Discriminator Loss: 0.8386... Generator Loss: 0.8949 Epoch 4/5... Discriminator Loss: 1.2556... Generator Loss: 0.4406 Epoch 4/5... Discriminator Loss: 1.9801... Generator Loss: 0.2247 Epoch 4/5... Discriminator Loss: 1.4175... Generator Loss: 0.4204 Epoch 4/5... Discriminator Loss: 1.7986... Generator Loss: 0.3002 Epoch 4/5... Discriminator Loss: 2.2911... Generator Loss: 0.1783 Epoch 4/5... Discriminator Loss: 1.6566... Generator Loss: 0.3489 Epoch 4/5... Discriminator Loss: 0.7343... Generator Loss: 1.0411
Epoch 4/5... Discriminator Loss: 1.9812... Generator Loss: 0.2657 Epoch 4/5... Discriminator Loss: 2.4517... Generator Loss: 0.1462 Epoch 4/5... Discriminator Loss: 1.9943... Generator Loss: 0.2282 Epoch 4/5... Discriminator Loss: 0.6446... Generator Loss: 1.3748 Epoch 4/5... Discriminator Loss: 1.6206... Generator Loss: 0.3522 Epoch 4/5... Discriminator Loss: 0.6152... Generator Loss: 1.1540 Epoch 4/5... Discriminator Loss: 0.3840... Generator Loss: 1.6650 Epoch 4/5... Discriminator Loss: 2.0280... Generator Loss: 0.2927 Epoch 4/5... Discriminator Loss: 2.2291... Generator Loss: 0.1929 Epoch 4/5... Discriminator Loss: 2.7383... Generator Loss: 0.1073
Epoch 4/5... Discriminator Loss: 1.2753... Generator Loss: 0.5403 Epoch 4/5... Discriminator Loss: 0.8013... Generator Loss: 1.0289 Epoch 4/5... Discriminator Loss: 1.6006... Generator Loss: 0.3791 Epoch 4/5... Discriminator Loss: 2.0259... Generator Loss: 0.2441 Epoch 4/5... Discriminator Loss: 2.6411... Generator Loss: 0.1076 Epoch 4/5... Discriminator Loss: 1.2870... Generator Loss: 0.5342 Epoch 4/5... Discriminator Loss: 1.5910... Generator Loss: 0.3152 Epoch 4/5... Discriminator Loss: 1.1157... Generator Loss: 1.0391 Epoch 4/5... Discriminator Loss: 1.1359... Generator Loss: 0.6435 Epoch 4/5... Discriminator Loss: 0.7246... Generator Loss: 1.0556
Epoch 4/5... Discriminator Loss: 1.2599... Generator Loss: 0.4936 Epoch 4/5... Discriminator Loss: 1.3526... Generator Loss: 0.4967 Epoch 4/5... Discriminator Loss: 2.1954... Generator Loss: 0.1907 Epoch 4/5... Discriminator Loss: 1.3660... Generator Loss: 0.4080 Epoch 4/5... Discriminator Loss: 0.9581... Generator Loss: 0.7112 Epoch 4/5... Discriminator Loss: 1.5173... Generator Loss: 0.3675 Epoch 4/5... Discriminator Loss: 1.4933... Generator Loss: 0.4054 Epoch 4/5... Discriminator Loss: 0.4967... Generator Loss: 1.2954 Epoch 4/5... Discriminator Loss: 1.2759... Generator Loss: 0.4899 Epoch 4/5... Discriminator Loss: 1.2091... Generator Loss: 0.5950
Epoch 4/5... Discriminator Loss: 0.9577... Generator Loss: 0.6875 Epoch 4/5... Discriminator Loss: 0.3924... Generator Loss: 1.5929 Epoch 4/5... Discriminator Loss: 1.5207... Generator Loss: 0.3502 Epoch 4/5... Discriminator Loss: 0.6729... Generator Loss: 1.6141 Epoch 4/5... Discriminator Loss: 0.7124... Generator Loss: 1.0621 Epoch 4/5... Discriminator Loss: 1.3449... Generator Loss: 0.5582 Epoch 4/5... Discriminator Loss: 0.3679... Generator Loss: 3.2317 Epoch 4/5... Discriminator Loss: 2.2378... Generator Loss: 0.2766 Epoch 4/5... Discriminator Loss: 0.4635... Generator Loss: 1.3529 Epoch 4/5... Discriminator Loss: 1.3042... Generator Loss: 0.4401
Epoch 4/5... Discriminator Loss: 0.6197... Generator Loss: 1.2237 Epoch 4/5... Discriminator Loss: 0.9755... Generator Loss: 0.7546 Epoch 4/5... Discriminator Loss: 0.8622... Generator Loss: 0.7672 Epoch 4/5... Discriminator Loss: 1.9865... Generator Loss: 0.2125 Epoch 4/5... Discriminator Loss: 3.1123... Generator Loss: 2.7258 Epoch 4/5... Discriminator Loss: 0.9505... Generator Loss: 1.2189 Epoch 4/5... Discriminator Loss: 1.2186... Generator Loss: 0.5417 Epoch 4/5... Discriminator Loss: 2.6528... Generator Loss: 0.1954 Epoch 4/5... Discriminator Loss: 1.2304... Generator Loss: 0.6205 Epoch 4/5... Discriminator Loss: 1.6801... Generator Loss: 0.3639
Epoch 4/5... Discriminator Loss: 2.1729... Generator Loss: 0.1697 Epoch 4/5... Discriminator Loss: 1.2298... Generator Loss: 0.5271 Epoch 4/5... Discriminator Loss: 2.0343... Generator Loss: 0.2063 Epoch 4/5... Discriminator Loss: 0.6770... Generator Loss: 1.0655 Epoch 4/5... Discriminator Loss: 0.2516... Generator Loss: 2.0608 Epoch 4/5... Discriminator Loss: 0.8499... Generator Loss: 0.8422 Epoch 4/5... Discriminator Loss: 0.8816... Generator Loss: 0.7455 Epoch 4/5... Discriminator Loss: 1.5556... Generator Loss: 0.3558 Epoch 4/5... Discriminator Loss: 1.0736... Generator Loss: 0.5660 Epoch 4/5... Discriminator Loss: 2.0070... Generator Loss: 0.2018
Epoch 4/5... Discriminator Loss: 1.2993... Generator Loss: 0.4442 Epoch 4/5... Discriminator Loss: 1.0918... Generator Loss: 0.5399 Epoch 4/5... Discriminator Loss: 1.1521... Generator Loss: 0.5385 Epoch 4/5... Discriminator Loss: 0.7183... Generator Loss: 0.8898 Epoch 4/5... Discriminator Loss: 1.7811... Generator Loss: 0.2560 Epoch 4/5... Discriminator Loss: 2.1819... Generator Loss: 0.1833 Epoch 4/5... Discriminator Loss: 0.8206... Generator Loss: 0.8941 Epoch 4/5... Discriminator Loss: 1.6329... Generator Loss: 0.3096 Epoch 4/5... Discriminator Loss: 1.3237... Generator Loss: 0.4520 Epoch 4/5... Discriminator Loss: 1.1305... Generator Loss: 0.5755
Epoch 4/5... Discriminator Loss: 1.1921... Generator Loss: 0.5350 Epoch 4/5... Discriminator Loss: 1.2624... Generator Loss: 0.5651 Epoch 4/5... Discriminator Loss: 2.0616... Generator Loss: 0.1949 Epoch 4/5... Discriminator Loss: 0.8745... Generator Loss: 0.9708 Epoch 4/5... Discriminator Loss: 0.9420... Generator Loss: 0.8490 Epoch 4/5... Discriminator Loss: 1.3758... Generator Loss: 0.4079 Epoch 4/5... Discriminator Loss: 1.6270... Generator Loss: 0.3501 Epoch 4/5... Discriminator Loss: 1.3721... Generator Loss: 0.3785 Epoch 4/5... Discriminator Loss: 0.9958... Generator Loss: 0.6579 Epoch 4/5... Discriminator Loss: 0.5105... Generator Loss: 1.7908
Epoch 4/5... Discriminator Loss: 1.6188... Generator Loss: 0.3310 Epoch 4/5... Discriminator Loss: 2.1005... Generator Loss: 0.2162 Epoch 4/5... Discriminator Loss: 1.4711... Generator Loss: 0.3865 Epoch 4/5... Discriminator Loss: 1.2891... Generator Loss: 0.5642 Epoch 4/5... Discriminator Loss: 1.0785... Generator Loss: 0.6449 Epoch 4/5... Discriminator Loss: 1.7618... Generator Loss: 0.2972 Epoch 4/5... Discriminator Loss: 1.5227... Generator Loss: 0.3355 Epoch 4/5... Discriminator Loss: 1.1371... Generator Loss: 0.5872 Epoch 4/5... Discriminator Loss: 0.6462... Generator Loss: 1.1196 Epoch 4/5... Discriminator Loss: 0.8545... Generator Loss: 0.8198
Epoch 4/5... Discriminator Loss: 2.6695... Generator Loss: 0.1230 Epoch 4/5... Discriminator Loss: 1.7780... Generator Loss: 0.3261 Epoch 4/5... Discriminator Loss: 1.6749... Generator Loss: 0.3050 Epoch 4/5... Discriminator Loss: 0.6737... Generator Loss: 1.4291 Epoch 4/5... Discriminator Loss: 0.5073... Generator Loss: 1.2991 Epoch 4/5... Discriminator Loss: 1.0258... Generator Loss: 0.6969 Epoch 4/5... Discriminator Loss: 1.1702... Generator Loss: 0.5549 Epoch 4/5... Discriminator Loss: 2.0762... Generator Loss: 0.1987 Epoch 4/5... Discriminator Loss: 1.6540... Generator Loss: 0.3028 Epoch 4/5... Discriminator Loss: 0.7501... Generator Loss: 0.9760
Epoch 4/5... Discriminator Loss: 0.6543... Generator Loss: 1.1317 Epoch 4/5... Discriminator Loss: 1.7237... Generator Loss: 0.2819 Epoch 4/5... Discriminator Loss: 0.2310... Generator Loss: 2.5955 Epoch 4/5... Discriminator Loss: 1.5315... Generator Loss: 0.3446 Epoch 4/5... Discriminator Loss: 0.6952... Generator Loss: 1.0958 Epoch 4/5... Discriminator Loss: 0.5881... Generator Loss: 1.1103 Epoch 4/5... Discriminator Loss: 1.4900... Generator Loss: 0.3552 Epoch 4/5... Discriminator Loss: 1.7136... Generator Loss: 0.3240 Epoch 4/5... Discriminator Loss: 1.0891... Generator Loss: 0.5395 Epoch 4/5... Discriminator Loss: 2.0851... Generator Loss: 0.1949
Epoch 4/5... Discriminator Loss: 1.6181... Generator Loss: 0.3452 Epoch 4/5... Discriminator Loss: 1.8337... Generator Loss: 0.2498 Epoch 4/5... Discriminator Loss: 0.6516... Generator Loss: 1.1382 Epoch 4/5... Discriminator Loss: 0.6644... Generator Loss: 1.3370 Epoch 4/5... Discriminator Loss: 2.5549... Generator Loss: 0.1193 Epoch 4/5... Discriminator Loss: 0.9852... Generator Loss: 0.6536 Epoch 4/5... Discriminator Loss: 2.3928... Generator Loss: 0.1519 Epoch 4/5... Discriminator Loss: 0.9553... Generator Loss: 0.6740 Epoch 4/5... Discriminator Loss: 0.8744... Generator Loss: 0.7772 Epoch 4/5... Discriminator Loss: 1.2171... Generator Loss: 0.5214
Epoch 4/5... Discriminator Loss: 2.0939... Generator Loss: 0.1894 Epoch 4/5... Discriminator Loss: 1.6330... Generator Loss: 0.3705 Epoch 4/5... Discriminator Loss: 1.8418... Generator Loss: 0.2329 Epoch 4/5... Discriminator Loss: 1.4752... Generator Loss: 0.3620 Epoch 4/5... Discriminator Loss: 2.1337... Generator Loss: 0.2123 Epoch 4/5... Discriminator Loss: 1.6271... Generator Loss: 0.5817 Epoch 4/5... Discriminator Loss: 1.0170... Generator Loss: 0.7941 Epoch 4/5... Discriminator Loss: 0.6378... Generator Loss: 1.2811 Epoch 4/5... Discriminator Loss: 1.3790... Generator Loss: 0.4155 Epoch 4/5... Discriminator Loss: 1.4586... Generator Loss: 0.4375
Epoch 4/5... Discriminator Loss: 2.5726... Generator Loss: 0.1354 Epoch 4/5... Discriminator Loss: 1.2758... Generator Loss: 0.4363 Epoch 4/5... Discriminator Loss: 0.9322... Generator Loss: 2.0250 Epoch 4/5... Discriminator Loss: 1.4879... Generator Loss: 0.3873 Epoch 4/5... Discriminator Loss: 1.6733... Generator Loss: 0.3171 Epoch 4/5... Discriminator Loss: 1.1885... Generator Loss: 0.5614 Epoch 4/5... Discriminator Loss: 1.1270... Generator Loss: 0.5930 Epoch 4/5... Discriminator Loss: 0.7201... Generator Loss: 0.9703 Epoch 4/5... Discriminator Loss: 1.1568... Generator Loss: 0.5694 Epoch 4/5... Discriminator Loss: 2.3571... Generator Loss: 0.1493
Epoch 4/5... Discriminator Loss: 2.1536... Generator Loss: 0.2005 Epoch 4/5... Discriminator Loss: 2.4450... Generator Loss: 0.1338 Epoch 4/5... Discriminator Loss: 1.3310... Generator Loss: 0.5000 Epoch 4/5... Discriminator Loss: 1.0462... Generator Loss: 0.6562 Epoch 4/5... Discriminator Loss: 0.9857... Generator Loss: 0.6806 Epoch 4/5... Discriminator Loss: 0.5263... Generator Loss: 1.3315 Epoch 4/5... Discriminator Loss: 1.0767... Generator Loss: 0.6515 Epoch 4/5... Discriminator Loss: 0.8435... Generator Loss: 0.9393 Epoch 4/5... Discriminator Loss: 0.9587... Generator Loss: 0.7898 Epoch 4/5... Discriminator Loss: 1.2833... Generator Loss: 0.4721
Epoch 4/5... Discriminator Loss: 2.1825... Generator Loss: 0.1840 Epoch 4/5... Discriminator Loss: 1.1674... Generator Loss: 0.5791 Epoch 4/5... Discriminator Loss: 0.9508... Generator Loss: 0.8481 Epoch 4/5... Discriminator Loss: 0.7213... Generator Loss: 1.1749 Epoch 4/5... Discriminator Loss: 2.0028... Generator Loss: 0.3085 Epoch 4/5... Discriminator Loss: 0.9529... Generator Loss: 1.5980 Epoch 4/5... Discriminator Loss: 1.9952... Generator Loss: 0.2086 Epoch 4/5... Discriminator Loss: 1.1686... Generator Loss: 0.6199 Epoch 4/5... Discriminator Loss: 2.2448... Generator Loss: 0.1814 Epoch 4/5... Discriminator Loss: 1.5317... Generator Loss: 0.3962
Epoch 4/5... Discriminator Loss: 1.1001... Generator Loss: 0.5990 Epoch 4/5... Discriminator Loss: 1.3316... Generator Loss: 0.4189 Epoch 4/5... Discriminator Loss: 1.9083... Generator Loss: 0.2604 Epoch 4/5... Discriminator Loss: 1.4606... Generator Loss: 0.3969 Epoch 4/5... Discriminator Loss: 0.7462... Generator Loss: 0.9577 Epoch 4/5... Discriminator Loss: 0.1580... Generator Loss: 2.9840 Epoch 4/5... Discriminator Loss: 0.3088... Generator Loss: 2.1236 Epoch 4/5... Discriminator Loss: 1.1422... Generator Loss: 0.5767 Epoch 4/5... Discriminator Loss: 1.1186... Generator Loss: 0.5574 Epoch 4/5... Discriminator Loss: 0.7322... Generator Loss: 0.8923
Epoch 4/5... Discriminator Loss: 0.6076... Generator Loss: 1.1005 Epoch 4/5... Discriminator Loss: 2.4869... Generator Loss: 0.1262 Epoch 4/5... Discriminator Loss: 1.6943... Generator Loss: 0.3266 Epoch 4/5... Discriminator Loss: 2.0072... Generator Loss: 0.2026 Epoch 4/5... Discriminator Loss: 1.1368... Generator Loss: 0.5239 Epoch 4/5... Discriminator Loss: 1.2262... Generator Loss: 0.5348 Epoch 4/5... Discriminator Loss: 1.7422... Generator Loss: 0.2755 Epoch 4/5... Discriminator Loss: 1.2325... Generator Loss: 0.5124 Epoch 4/5... Discriminator Loss: 1.5833... Generator Loss: 0.3494 Epoch 4/5... Discriminator Loss: 1.6377... Generator Loss: 0.3530
Epoch 4/5... Discriminator Loss: 2.4106... Generator Loss: 0.1823 Epoch 4/5... Discriminator Loss: 1.1828... Generator Loss: 1.2462 Epoch 4/5... Discriminator Loss: 1.3656... Generator Loss: 0.4684 Epoch 4/5... Discriminator Loss: 1.0359... Generator Loss: 1.4507 Epoch 4/5... Discriminator Loss: 1.6152... Generator Loss: 0.3417 Epoch 4/5... Discriminator Loss: 0.8643... Generator Loss: 1.0638 Epoch 4/5... Discriminator Loss: 1.9925... Generator Loss: 0.2298 Epoch 4/5... Discriminator Loss: 1.6928... Generator Loss: 0.3152 Epoch 4/5... Discriminator Loss: 1.3347... Generator Loss: 0.4364 Epoch 4/5... Discriminator Loss: 1.2326... Generator Loss: 0.4764
Epoch 4/5... Discriminator Loss: 1.7631... Generator Loss: 0.2755 Epoch 4/5... Discriminator Loss: 0.9593... Generator Loss: 0.7462 Epoch 4/5... Discriminator Loss: 1.2318... Generator Loss: 0.4841 Epoch 4/5... Discriminator Loss: 1.5165... Generator Loss: 0.3886 Epoch 4/5... Discriminator Loss: 1.2225... Generator Loss: 0.6109 Epoch 4/5... Discriminator Loss: 0.7245... Generator Loss: 1.2297 Epoch 4/5... Discriminator Loss: 2.2178... Generator Loss: 0.1731 Epoch 4/5... Discriminator Loss: 0.7979... Generator Loss: 1.1077 Epoch 4/5... Discriminator Loss: 0.5202... Generator Loss: 3.8532 Epoch 4/5... Discriminator Loss: 2.0723... Generator Loss: 0.2206
Epoch 4/5... Discriminator Loss: 1.1065... Generator Loss: 0.5209 Epoch 4/5... Discriminator Loss: 1.2550... Generator Loss: 0.4685 Epoch 4/5... Discriminator Loss: 2.6185... Generator Loss: 0.1056 Epoch 4/5... Discriminator Loss: 1.2164... Generator Loss: 0.5724 Epoch 4/5... Discriminator Loss: 2.6298... Generator Loss: 0.1234 Epoch 4/5... Discriminator Loss: 1.5730... Generator Loss: 0.3574 Epoch 4/5... Discriminator Loss: 2.2554... Generator Loss: 0.1882 Epoch 4/5... Discriminator Loss: 1.0192... Generator Loss: 0.6421 Epoch 4/5... Discriminator Loss: 2.4018... Generator Loss: 0.2111 Epoch 4/5... Discriminator Loss: 1.3144... Generator Loss: 0.5388
Epoch 4/5... Discriminator Loss: 1.1831... Generator Loss: 0.5781 Epoch 4/5... Discriminator Loss: 0.9837... Generator Loss: 0.8044 Epoch 4/5... Discriminator Loss: 0.4342... Generator Loss: 1.5908 Epoch 4/5... Discriminator Loss: 1.1309... Generator Loss: 0.6262 Epoch 4/5... Discriminator Loss: 2.2302... Generator Loss: 0.2401 Epoch 4/5... Discriminator Loss: 1.7359... Generator Loss: 0.2846 Epoch 4/5... Discriminator Loss: 1.0833... Generator Loss: 0.8024 Epoch 4/5... Discriminator Loss: 0.9746... Generator Loss: 0.9364 Epoch 4/5... Discriminator Loss: 1.4191... Generator Loss: 0.3953 Epoch 4/5... Discriminator Loss: 2.0117... Generator Loss: 0.2008
Epoch 4/5... Discriminator Loss: 1.2638... Generator Loss: 0.5382 Epoch 4/5... Discriminator Loss: 1.6758... Generator Loss: 0.3592 Epoch 4/5... Discriminator Loss: 1.8120... Generator Loss: 0.2932 Epoch 4/5... Discriminator Loss: 0.7229... Generator Loss: 1.1447 Epoch 4/5... Discriminator Loss: 0.3564... Generator Loss: 2.2867 Epoch 4/5... Discriminator Loss: 1.7450... Generator Loss: 0.2998 Epoch 4/5... Discriminator Loss: 0.5576... Generator Loss: 2.2449 Epoch 4/5... Discriminator Loss: 1.9638... Generator Loss: 0.2461 Epoch 4/5... Discriminator Loss: 0.4001... Generator Loss: 1.4853 Epoch 4/5... Discriminator Loss: 0.5718... Generator Loss: 1.2033
Epoch 4/5... Discriminator Loss: 0.6174... Generator Loss: 1.0888 Epoch 4/5... Discriminator Loss: 0.8551... Generator Loss: 0.8798 Epoch 4/5... Discriminator Loss: 2.2321... Generator Loss: 0.2101 Epoch 4/5... Discriminator Loss: 1.5785... Generator Loss: 0.3133 Epoch 4/5... Discriminator Loss: 1.6288... Generator Loss: 0.3014 Epoch 4/5... Discriminator Loss: 2.2901... Generator Loss: 0.1718 Epoch 4/5... Discriminator Loss: 2.0132... Generator Loss: 0.3768 Epoch 4/5... Discriminator Loss: 1.8982... Generator Loss: 0.3369 Epoch 4/5... Discriminator Loss: 1.3005... Generator Loss: 0.5059 Epoch 4/5... Discriminator Loss: 0.6859... Generator Loss: 1.1249
Epoch 4/5... Discriminator Loss: 1.6453... Generator Loss: 0.3094 Epoch 4/5... Discriminator Loss: 1.4940... Generator Loss: 0.3721 Epoch 4/5... Discriminator Loss: 1.1471... Generator Loss: 0.6124 Epoch 4/5... Discriminator Loss: 1.3133... Generator Loss: 0.4793 Epoch 4/5... Discriminator Loss: 1.6678... Generator Loss: 0.2841 Epoch 4/5... Discriminator Loss: 0.9344... Generator Loss: 0.7952 Epoch 4/5... Discriminator Loss: 1.2273... Generator Loss: 0.6506 Epoch 4/5... Discriminator Loss: 1.7501... Generator Loss: 0.2912 Epoch 4/5... Discriminator Loss: 1.1181... Generator Loss: 0.5784 Epoch 4/5... Discriminator Loss: 1.5454... Generator Loss: 0.3880
Epoch 4/5... Discriminator Loss: 1.2861... Generator Loss: 0.5215 Epoch 4/5... Discriminator Loss: 1.2469... Generator Loss: 0.5595 Epoch 4/5... Discriminator Loss: 1.5500... Generator Loss: 0.3752 Epoch 4/5... Discriminator Loss: 0.9219... Generator Loss: 0.9709 Epoch 4/5... Discriminator Loss: 1.4098... Generator Loss: 0.5082 Epoch 4/5... Discriminator Loss: 2.1724... Generator Loss: 0.1791 Epoch 4/5... Discriminator Loss: 0.6190... Generator Loss: 1.0720 Epoch 4/5... Discriminator Loss: 1.6250... Generator Loss: 0.3818 Epoch 4/5... Discriminator Loss: 0.5541... Generator Loss: 1.1738 Epoch 4/5... Discriminator Loss: 2.1532... Generator Loss: 0.1879
Epoch 4/5... Discriminator Loss: 1.7448... Generator Loss: 0.2960 Epoch 4/5... Discriminator Loss: 1.7043... Generator Loss: 0.3385 Epoch 4/5... Discriminator Loss: 1.3849... Generator Loss: 0.4750 Epoch 4/5... Discriminator Loss: 0.6423... Generator Loss: 1.1025 Epoch 4/5... Discriminator Loss: 1.5120... Generator Loss: 0.3686 Epoch 4/5... Discriminator Loss: 1.1006... Generator Loss: 0.6091 Epoch 4/5... Discriminator Loss: 0.7845... Generator Loss: 1.0150 Epoch 4/5... Discriminator Loss: 1.0932... Generator Loss: 0.5459 Epoch 4/5... Discriminator Loss: 2.2224... Generator Loss: 0.1993 Epoch 4/5... Discriminator Loss: 2.0688... Generator Loss: 0.1861
Epoch 4/5... Discriminator Loss: 1.5310... Generator Loss: 0.4110 Epoch 4/5... Discriminator Loss: 1.9980... Generator Loss: 0.2052 Epoch 4/5... Discriminator Loss: 0.7150... Generator Loss: 0.9544 Epoch 4/5... Discriminator Loss: 1.6581... Generator Loss: 0.3411 Epoch 4/5... Discriminator Loss: 2.6099... Generator Loss: 0.1331 Epoch 4/5... Discriminator Loss: 1.0589... Generator Loss: 0.6269 Epoch 4/5... Discriminator Loss: 2.2412... Generator Loss: 0.2053 Epoch 4/5... Discriminator Loss: 0.5458... Generator Loss: 1.2801 Epoch 4/5... Discriminator Loss: 1.1902... Generator Loss: 0.7198 Epoch 4/5... Discriminator Loss: 2.7921... Generator Loss: 0.2009
Epoch 4/5... Discriminator Loss: 1.2458... Generator Loss: 0.4852 Epoch 4/5... Discriminator Loss: 1.8741... Generator Loss: 0.2358
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.